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# Sphinx build info version 1
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# This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
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config: b1d45c9dca0d9aa3496dee4999fef095
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<title>Overview: module code — pyFTS 1.2.3 documentation</title>
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<title>Overview: module code — pyFTS 1.4 documentation</title>
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<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
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<title>pyFTS.benchmarks.ResidualAnalysis — pyFTS 1.2.3 documentation</title>
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<title>pyFTS.benchmarks.ResidualAnalysis — pyFTS 1.4 documentation</title>
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<title>pyFTS.benchmarks.Util — pyFTS 1.4 documentation</title>
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<title>pyFTS.benchmarks.arima — pyFTS 1.4 documentation</title>
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<link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
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<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
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<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
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<li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> »</li>
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<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
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<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
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<li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> »</li>
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<title>pyFTS.benchmarks.benchmarks — pyFTS 1.2.3 documentation</title>
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<title>pyFTS.benchmarks.benchmarks — pyFTS 1.4 documentation</title>
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<title>pyFTS.benchmarks.knn — pyFTS 1.2.3 documentation</title>
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<title>pyFTS.benchmarks.knn — pyFTS 1.4 documentation</title>
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<title>pyFTS.benchmarks.naive — pyFTS 1.2.3 documentation</title>
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<title>pyFTS.benchmarks.naive — pyFTS 1.4 documentation</title>
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<link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
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<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
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<li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> »</li>
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<title>pyFTS.benchmarks.quantreg — pyFTS 1.2.3 documentation</title>
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<title>pyFTS.benchmarks.quantreg — pyFTS 1.4 documentation</title>
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<link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
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<title>pyFTS.common.Composite — pyFTS 1.2.3 documentation</title>
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<title>pyFTS.common.Composite — pyFTS 1.4 documentation</title>
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<link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
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<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
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<li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> »</li>
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<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
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<title>pyFTS.common.FLR — pyFTS 1.2.3 documentation</title>
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<title>pyFTS.common.FLR — pyFTS 1.4 documentation</title>
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<link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
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<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
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<li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> »</li>
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|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
|
@ -17,7 +17,7 @@
|
||||
var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
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||||
})();
|
||||
</script>
|
||||
<title>pyFTS.common.FuzzySet — pyFTS 1.2.3 documentation</title>
|
||||
<title>pyFTS.common.FuzzySet — pyFTS 1.4 documentation</title>
|
||||
<link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
|
||||
<link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
|
||||
<script type="text/javascript" src="../../../_static/documentation_options.js"></script>
|
||||
@ -42,7 +42,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
@ -180,7 +180,6 @@
|
||||
<span class="n">first</span> <span class="o">=</span> <span class="n">midpoint</span> <span class="o">+</span> <span class="mi">1</span>
|
||||
|
||||
|
||||
|
||||
<div class="viewcode-block" id="fuzzyfy"><a class="viewcode-back" href="../../../pyFTS.common.html#pyFTS.common.FuzzySet.fuzzyfy">[docs]</a><span class="k">def</span> <span class="nf">fuzzyfy</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">partitioner</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
|
||||
<span class="sd">"""</span>
|
||||
<span class="sd"> A general method for fuzzyfication.</span>
|
||||
@ -191,7 +190,8 @@
|
||||
|
||||
<span class="sd"> :keyword alpha_cut: the minimal membership value to be considered on fuzzyfication (only for mode='sets')</span>
|
||||
<span class="sd"> :keyword method: the fuzzyfication method (fuzzy: all fuzzy memberships, maximum: only the maximum membership)</span>
|
||||
<span class="sd"> :keyword mode: the fuzzyfication mode (sets: return the fuzzy sets names, vector: return a vector with the membership values for all fuzzy sets)</span>
|
||||
<span class="sd"> :keyword mode: the fuzzyfication mode (sets: return the fuzzy sets names, vector: return a vector with the membership</span>
|
||||
<span class="sd"> values for all fuzzy sets, both: return a list with tuples (fuzzy set, membership value) )</span>
|
||||
<span class="sd"> :returns a list with the fuzzyfied values, depending on the mode</span>
|
||||
<span class="sd"> """</span>
|
||||
<span class="n">alpha_cut</span> <span class="o">=</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">'alpha_cut'</span><span class="p">,</span> <span class="mf">0.</span><span class="p">)</span>
|
||||
@ -200,11 +200,26 @@
|
||||
<span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="p">(</span><span class="nb">list</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">)):</span>
|
||||
<span class="k">if</span> <span class="n">mode</span> <span class="o">==</span> <span class="s1">'vector'</span><span class="p">:</span>
|
||||
<span class="k">return</span> <span class="n">fuzzyfy_instances</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">partitioner</span><span class="o">.</span><span class="n">sets</span><span class="p">,</span> <span class="n">partitioner</span><span class="o">.</span><span class="n">ordered_sets</span><span class="p">)</span>
|
||||
<span class="k">elif</span> <span class="n">mode</span> <span class="o">==</span> <span class="s1">'both'</span><span class="p">:</span>
|
||||
<span class="n">mvs</span> <span class="o">=</span> <span class="n">fuzzyfy_instances</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">partitioner</span><span class="o">.</span><span class="n">sets</span><span class="p">,</span> <span class="n">partitioner</span><span class="o">.</span><span class="n">ordered_sets</span><span class="p">)</span>
|
||||
<span class="n">fs</span> <span class="o">=</span> <span class="p">[]</span>
|
||||
<span class="k">for</span> <span class="n">mv</span> <span class="ow">in</span> <span class="n">mvs</span><span class="p">:</span>
|
||||
<span class="n">fsets</span> <span class="o">=</span> <span class="p">[(</span><span class="n">partitioner</span><span class="o">.</span><span class="n">ordered_sets</span><span class="p">[</span><span class="n">ix</span><span class="p">],</span> <span class="n">mv</span><span class="p">[</span><span class="n">ix</span><span class="p">])</span>
|
||||
<span class="k">for</span> <span class="n">ix</span> <span class="ow">in</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">mv</span><span class="p">))</span>
|
||||
<span class="k">if</span> <span class="n">mv</span><span class="p">[</span><span class="n">ix</span><span class="p">]</span> <span class="o">>=</span> <span class="n">alpha_cut</span><span class="p">]</span>
|
||||
<span class="n">fs</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">fsets</span><span class="p">)</span>
|
||||
<span class="k">return</span> <span class="n">fs</span>
|
||||
<span class="k">else</span><span class="p">:</span>
|
||||
<span class="k">return</span> <span class="n">fuzzyfy_series</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">partitioner</span><span class="o">.</span><span class="n">sets</span><span class="p">,</span> <span class="n">method</span><span class="p">,</span> <span class="n">alpha_cut</span><span class="p">,</span> <span class="n">partitioner</span><span class="o">.</span><span class="n">ordered_sets</span><span class="p">)</span>
|
||||
<span class="k">else</span><span class="p">:</span>
|
||||
<span class="k">if</span> <span class="n">mode</span> <span class="o">==</span> <span class="s1">'vector'</span><span class="p">:</span>
|
||||
<span class="k">return</span> <span class="n">fuzzyfy_instance</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">partitioner</span><span class="o">.</span><span class="n">sets</span><span class="p">,</span> <span class="n">partitioner</span><span class="o">.</span><span class="n">ordered_sets</span><span class="p">)</span>
|
||||
<span class="k">elif</span> <span class="n">mode</span> <span class="o">==</span> <span class="s1">'both'</span><span class="p">:</span>
|
||||
<span class="n">mv</span> <span class="o">=</span> <span class="n">fuzzyfy_instance</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">partitioner</span><span class="o">.</span><span class="n">sets</span><span class="p">,</span> <span class="n">partitioner</span><span class="o">.</span><span class="n">ordered_sets</span><span class="p">)</span>
|
||||
<span class="n">fsets</span> <span class="o">=</span> <span class="p">[(</span><span class="n">partitioner</span><span class="o">.</span><span class="n">ordered_sets</span><span class="p">[</span><span class="n">ix</span><span class="p">],</span> <span class="n">mv</span><span class="p">[</span><span class="n">ix</span><span class="p">])</span>
|
||||
<span class="k">for</span> <span class="n">ix</span> <span class="ow">in</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">mv</span><span class="p">))</span>
|
||||
<span class="k">if</span> <span class="n">mv</span><span class="p">[</span><span class="n">ix</span><span class="p">]</span> <span class="o">>=</span> <span class="n">alpha_cut</span><span class="p">]</span>
|
||||
<span class="k">return</span> <span class="n">fsets</span>
|
||||
<span class="k">else</span><span class="p">:</span>
|
||||
<span class="k">return</span> <span class="n">get_fuzzysets</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">partitioner</span><span class="o">.</span><span class="n">sets</span><span class="p">,</span> <span class="n">partitioner</span><span class="o">.</span><span class="n">ordered_sets</span><span class="p">,</span> <span class="n">alpha_cut</span><span class="p">)</span></div>
|
||||
|
||||
@ -374,7 +389,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
|
@ -17,7 +17,7 @@
|
||||
var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
|
||||
})();
|
||||
</script>
|
||||
<title>pyFTS.common.Membership — pyFTS 1.2.3 documentation</title>
|
||||
<title>pyFTS.common.Membership — pyFTS 1.4 documentation</title>
|
||||
<link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
|
||||
<link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
|
||||
<script type="text/javascript" src="../../../_static/documentation_options.js"></script>
|
||||
@ -42,7 +42,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
@ -178,7 +178,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
|
@ -17,7 +17,7 @@
|
||||
var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
|
||||
})();
|
||||
</script>
|
||||
<title>pyFTS.common.SortedCollection — pyFTS 1.2.3 documentation</title>
|
||||
<title>pyFTS.common.SortedCollection — pyFTS 1.4 documentation</title>
|
||||
<link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
|
||||
<link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
|
||||
<script type="text/javascript" src="../../../_static/documentation_options.js"></script>
|
||||
@ -42,7 +42,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
@ -315,7 +315,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
|
@ -17,7 +17,7 @@
|
||||
var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
|
||||
})();
|
||||
</script>
|
||||
<title>pyFTS.common.Transformations — pyFTS 1.2.3 documentation</title>
|
||||
<title>pyFTS.common.Transformations — pyFTS 1.4 documentation</title>
|
||||
<link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
|
||||
<link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
|
||||
<script type="text/javascript" src="../../../_static/documentation_options.js"></script>
|
||||
@ -42,7 +42,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
@ -323,7 +323,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
|
@ -17,7 +17,7 @@
|
||||
var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
|
||||
})();
|
||||
</script>
|
||||
<title>pyFTS.common.Util — pyFTS 1.2.3 documentation</title>
|
||||
<title>pyFTS.common.Util — pyFTS 1.4 documentation</title>
|
||||
<link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
|
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<link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
|
||||
<script type="text/javascript" src="../../../_static/documentation_options.js"></script>
|
||||
@ -42,7 +42,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
@ -422,7 +422,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
|
@ -17,7 +17,7 @@
|
||||
var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
|
||||
})();
|
||||
</script>
|
||||
<title>pyFTS.common.flrg — pyFTS 1.2.3 documentation</title>
|
||||
<title>pyFTS.common.flrg — pyFTS 1.4 documentation</title>
|
||||
<link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
|
||||
<link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
|
||||
<script type="text/javascript" src="../../../_static/documentation_options.js"></script>
|
||||
@ -42,7 +42,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
@ -198,7 +198,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
|
17
docs/build/html/_modules/pyFTS/common/fts.html
vendored
17
docs/build/html/_modules/pyFTS/common/fts.html
vendored
@ -17,7 +17,7 @@
|
||||
var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
|
||||
})();
|
||||
</script>
|
||||
<title>pyFTS.common.fts — pyFTS 1.2.3 documentation</title>
|
||||
<title>pyFTS.common.fts — pyFTS 1.4 documentation</title>
|
||||
<link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
|
||||
<link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
|
||||
<script type="text/javascript" src="../../../_static/documentation_options.js"></script>
|
||||
@ -42,7 +42,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
@ -532,14 +532,19 @@
|
||||
<span class="k">return</span> <span class="n">data</span></div>
|
||||
|
||||
<div class="viewcode-block" id="FTS.get_UoD"><a class="viewcode-back" href="../../../pyFTS.common.html#pyFTS.common.fts.FTS.get_UoD">[docs]</a> <span class="k">def</span> <span class="nf">get_UoD</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
|
||||
<span class="k">return</span> <span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">original_min</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">original_max</span><span class="p">]</span></div>
|
||||
<span class="c1">#return [self.original_min, self.original_max]</span>
|
||||
<span class="k">return</span> <span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">partitioner</span><span class="o">.</span><span class="n">min</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">partitioner</span><span class="o">.</span><span class="n">max</span><span class="p">]</span></div>
|
||||
|
||||
<span class="k">def</span> <span class="nf">__str__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
|
||||
<span class="sd">"""String representation of the model"""</span>
|
||||
|
||||
<span class="n">tmp</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">name</span> <span class="o">+</span> <span class="s2">":</span><span class="se">\n</span><span class="s2">"</span>
|
||||
<span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">flrgs</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">key</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">flrgs</span><span class="p">[</span><span class="n">key</span><span class="p">]</span><span class="o">.</span><span class="n">get_midpoint</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sets</span><span class="p">)):</span>
|
||||
<span class="n">tmp</span> <span class="o">=</span> <span class="n">tmp</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">flrgs</span><span class="p">[</span><span class="n">r</span><span class="p">])</span> <span class="o">+</span> <span class="s2">"</span><span class="se">\n</span><span class="s2">"</span>
|
||||
<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">partitioner</span><span class="o">.</span><span class="n">type</span> <span class="o">==</span> <span class="s1">'common'</span><span class="p">:</span>
|
||||
<span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">flrgs</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">key</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">flrgs</span><span class="p">[</span><span class="n">key</span><span class="p">]</span><span class="o">.</span><span class="n">get_midpoint</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">partitioner</span><span class="o">.</span><span class="n">sets</span><span class="p">)):</span>
|
||||
<span class="n">tmp</span> <span class="o">=</span> <span class="s2">"</span><span class="si">{0}{1}</span><span class="se">\n</span><span class="s2">"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">tmp</span><span class="p">,</span> <span class="nb">str</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">flrgs</span><span class="p">[</span><span class="n">r</span><span class="p">]))</span>
|
||||
<span class="k">else</span><span class="p">:</span>
|
||||
<span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">flrgs</span><span class="p">:</span>
|
||||
<span class="n">tmp</span> <span class="o">=</span> <span class="s2">"</span><span class="si">{0}{1}</span><span class="se">\n</span><span class="s2">"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">tmp</span><span class="p">,</span> <span class="nb">str</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">flrgs</span><span class="p">[</span><span class="n">r</span><span class="p">]))</span>
|
||||
<span class="k">return</span> <span class="n">tmp</span>
|
||||
|
||||
<span class="k">def</span> <span class="nf">__len__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
|
||||
@ -575,7 +580,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
|
@ -17,7 +17,7 @@
|
||||
var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
|
||||
})();
|
||||
</script>
|
||||
<title>pyFTS.common.tree — pyFTS 1.2.3 documentation</title>
|
||||
<title>pyFTS.common.tree — pyFTS 1.4 documentation</title>
|
||||
<link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
|
||||
<link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
|
||||
<script type="text/javascript" src="../../../_static/documentation_options.js"></script>
|
||||
@ -42,7 +42,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
@ -161,7 +161,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
|
@ -17,7 +17,7 @@
|
||||
var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
|
||||
})();
|
||||
</script>
|
||||
<title>pyFTS.data.AirPassengers — pyFTS 1.2.3 documentation</title>
|
||||
<title>pyFTS.data.AirPassengers — pyFTS 1.4 documentation</title>
|
||||
<link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
|
||||
<link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
|
||||
<script type="text/javascript" src="../../../_static/documentation_options.js"></script>
|
||||
@ -42,7 +42,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
@ -120,7 +120,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
|
@ -17,7 +17,7 @@
|
||||
var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
|
||||
})();
|
||||
</script>
|
||||
<title>pyFTS.data.Bitcoin — pyFTS 1.2.3 documentation</title>
|
||||
<title>pyFTS.data.Bitcoin — pyFTS 1.4 documentation</title>
|
||||
<link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
|
||||
<link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
|
||||
<script type="text/javascript" src="../../../_static/documentation_options.js"></script>
|
||||
@ -42,7 +42,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
@ -123,7 +123,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
|
@ -17,7 +17,7 @@
|
||||
var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
|
||||
})();
|
||||
</script>
|
||||
<title>pyFTS.data.DowJones — pyFTS 1.2.3 documentation</title>
|
||||
<title>pyFTS.data.DowJones — pyFTS 1.4 documentation</title>
|
||||
<link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
|
||||
<link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
|
||||
<script type="text/javascript" src="../../../_static/documentation_options.js"></script>
|
||||
@ -42,7 +42,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
@ -124,7 +124,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
|
@ -17,7 +17,7 @@
|
||||
var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
|
||||
})();
|
||||
</script>
|
||||
<title>pyFTS.data.EURGBP — pyFTS 1.2.3 documentation</title>
|
||||
<title>pyFTS.data.EURGBP — pyFTS 1.4 documentation</title>
|
||||
<link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
|
||||
<link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
|
||||
<script type="text/javascript" src="../../../_static/documentation_options.js"></script>
|
||||
@ -42,7 +42,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
@ -122,7 +122,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
|
@ -17,7 +17,7 @@
|
||||
var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
|
||||
})();
|
||||
</script>
|
||||
<title>pyFTS.data.EURUSD — pyFTS 1.2.3 documentation</title>
|
||||
<title>pyFTS.data.EURUSD — pyFTS 1.4 documentation</title>
|
||||
<link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
|
||||
<link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
|
||||
<script type="text/javascript" src="../../../_static/documentation_options.js"></script>
|
||||
@ -42,7 +42,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
@ -122,7 +122,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
|
@ -17,7 +17,7 @@
|
||||
var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
|
||||
})();
|
||||
</script>
|
||||
<title>pyFTS.data.Enrollments — pyFTS 1.2.3 documentation</title>
|
||||
<title>pyFTS.data.Enrollments — pyFTS 1.4 documentation</title>
|
||||
<link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
|
||||
<link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
|
||||
<script type="text/javascript" src="../../../_static/documentation_options.js"></script>
|
||||
@ -42,7 +42,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
@ -113,7 +113,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
|
@ -17,7 +17,7 @@
|
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var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
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})();
|
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</script>
|
||||
<title>pyFTS.data.Ethereum — pyFTS 1.2.3 documentation</title>
|
||||
<title>pyFTS.data.Ethereum — pyFTS 1.4 documentation</title>
|
||||
<link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
|
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<link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
|
||||
<script type="text/javascript" src="../../../_static/documentation_options.js"></script>
|
||||
@ -42,7 +42,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> »</li>
|
||||
</ul>
|
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</div>
|
||||
@ -124,7 +124,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> »</li>
|
||||
</ul>
|
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</div>
|
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|
@ -17,7 +17,7 @@
|
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var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
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})();
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</script>
|
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<title>pyFTS.data.GBPUSD — pyFTS 1.2.3 documentation</title>
|
||||
<title>pyFTS.data.GBPUSD — pyFTS 1.4 documentation</title>
|
||||
<link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
|
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<link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
|
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<script type="text/javascript" src="../../../_static/documentation_options.js"></script>
|
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@ -42,7 +42,7 @@
|
||||
<li class="right" >
|
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<a href="../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
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<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
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<li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> »</li>
|
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</ul>
|
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</div>
|
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@ -122,7 +122,7 @@
|
||||
<li class="right" >
|
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<a href="../../../py-modindex.html" title="Python Module Index"
|
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>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> »</li>
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|
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||||
var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
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})();
|
||||
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|
||||
<title>pyFTS.data.INMET — pyFTS 1.2.3 documentation</title>
|
||||
<title>pyFTS.data.INMET — pyFTS 1.4 documentation</title>
|
||||
<link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
|
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<link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
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|
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||||
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|
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>modules</a> |</li>
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<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
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|
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<li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> »</li>
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>modules</a> |</li>
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<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
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<li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> »</li>
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@ -17,7 +17,7 @@
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var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
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})();
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|
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<title>pyFTS.data.Malaysia — pyFTS 1.2.3 documentation</title>
|
||||
<title>pyFTS.data.Malaysia — pyFTS 1.4 documentation</title>
|
||||
<link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
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<link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
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|
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@ -42,7 +42,7 @@
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|
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>modules</a> |</li>
|
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<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
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|
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<li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> »</li>
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||||
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|
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@ -122,7 +122,7 @@
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|
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>modules</a> |</li>
|
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<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
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<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
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<li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> »</li>
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</ul>
|
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@ -17,7 +17,7 @@
|
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var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
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})();
|
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</script>
|
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<title>pyFTS.data.NASDAQ — pyFTS 1.2.3 documentation</title>
|
||||
<title>pyFTS.data.NASDAQ — pyFTS 1.4 documentation</title>
|
||||
<link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
|
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<link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
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<script type="text/javascript" src="../../../_static/documentation_options.js"></script>
|
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@ -42,7 +42,7 @@
|
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<li class="right" >
|
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<a href="../../../py-modindex.html" title="Python Module Index"
|
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>modules</a> |</li>
|
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<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
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<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
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<li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> »</li>
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</ul>
|
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</div>
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@ -124,7 +124,7 @@
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|
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|
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>modules</a> |</li>
|
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<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
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<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
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<li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> »</li>
|
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</ul>
|
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|
@ -17,7 +17,7 @@
|
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var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
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})();
|
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</script>
|
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<title>pyFTS.data.SONDA — pyFTS 1.2.3 documentation</title>
|
||||
<title>pyFTS.data.SONDA — pyFTS 1.4 documentation</title>
|
||||
<link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
|
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<link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
|
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<script type="text/javascript" src="../../../_static/documentation_options.js"></script>
|
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@ -42,7 +42,7 @@
|
||||
<li class="right" >
|
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<a href="../../../py-modindex.html" title="Python Module Index"
|
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>modules</a> |</li>
|
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<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
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<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> »</li>
|
||||
</ul>
|
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</div>
|
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@ -125,7 +125,7 @@
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||||
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|
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|
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>modules</a> |</li>
|
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<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
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<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
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<li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> »</li>
|
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</ul>
|
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</div>
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|
@ -17,7 +17,7 @@
|
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var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
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})();
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</script>
|
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<title>pyFTS.data.SP500 — pyFTS 1.2.3 documentation</title>
|
||||
<title>pyFTS.data.SP500 — pyFTS 1.4 documentation</title>
|
||||
<link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
|
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<link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
|
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<script type="text/javascript" src="../../../_static/documentation_options.js"></script>
|
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@ -42,7 +42,7 @@
|
||||
<li class="right" >
|
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<a href="../../../py-modindex.html" title="Python Module Index"
|
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>modules</a> |</li>
|
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<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
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<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
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<li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> »</li>
|
||||
</ul>
|
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</div>
|
||||
@ -122,7 +122,7 @@
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||||
<li class="right" >
|
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|
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>modules</a> |</li>
|
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<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
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<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
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<li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> »</li>
|
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</ul>
|
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</div>
|
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|
@ -17,7 +17,7 @@
|
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var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
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})();
|
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</script>
|
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<title>pyFTS.data.TAIEX — pyFTS 1.2.3 documentation</title>
|
||||
<title>pyFTS.data.TAIEX — pyFTS 1.4 documentation</title>
|
||||
<link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
|
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<link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
|
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<script type="text/javascript" src="../../../_static/documentation_options.js"></script>
|
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@ -42,7 +42,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../py-modindex.html" title="Python Module Index"
|
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>modules</a> |</li>
|
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<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
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<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> »</li>
|
||||
</ul>
|
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</div>
|
||||
@ -123,7 +123,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../py-modindex.html" title="Python Module Index"
|
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>modules</a> |</li>
|
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<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
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<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> »</li>
|
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</ul>
|
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</div>
|
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|
@ -17,7 +17,7 @@
|
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var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
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})();
|
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</script>
|
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<title>pyFTS.data.artificial — pyFTS 1.2.3 documentation</title>
|
||||
<title>pyFTS.data.artificial — pyFTS 1.4 documentation</title>
|
||||
<link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
|
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<link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
|
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<script type="text/javascript" src="../../../_static/documentation_options.js"></script>
|
||||
@ -42,7 +42,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../py-modindex.html" title="Python Module Index"
|
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>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
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<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
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<li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> »</li>
|
||||
</ul>
|
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</div>
|
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@ -168,7 +168,7 @@
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<li class="right" >
|
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<a href="../../../py-modindex.html" title="Python Module Index"
|
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>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
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<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
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<li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> »</li>
|
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</ul>
|
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</div>
|
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|
@ -17,7 +17,7 @@
|
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var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
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})();
|
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</script>
|
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<title>pyFTS.data.common — pyFTS 1.2.3 documentation</title>
|
||||
<title>pyFTS.data.common — pyFTS 1.4 documentation</title>
|
||||
<link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
|
||||
<link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
|
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<script type="text/javascript" src="../../../_static/documentation_options.js"></script>
|
||||
@ -42,7 +42,7 @@
|
||||
<li class="right" >
|
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<a href="../../../py-modindex.html" title="Python Module Index"
|
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>modules</a> |</li>
|
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<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
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<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
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<li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> »</li>
|
||||
</ul>
|
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</div>
|
||||
@ -118,7 +118,7 @@
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||||
<li class="right" >
|
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<a href="../../../py-modindex.html" title="Python Module Index"
|
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>modules</a> |</li>
|
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<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
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<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
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<li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> »</li>
|
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</ul>
|
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</div>
|
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|
@ -17,7 +17,7 @@
|
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var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
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})();
|
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</script>
|
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<title>pyFTS.data.henon — pyFTS 1.2.3 documentation</title>
|
||||
<title>pyFTS.data.henon — pyFTS 1.4 documentation</title>
|
||||
<link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
|
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<link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
|
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<script type="text/javascript" src="../../../_static/documentation_options.js"></script>
|
||||
@ -42,7 +42,7 @@
|
||||
<li class="right" >
|
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<a href="../../../py-modindex.html" title="Python Module Index"
|
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>modules</a> |</li>
|
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<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
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<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
@ -128,7 +128,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../py-modindex.html" title="Python Module Index"
|
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>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
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<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> »</li>
|
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</ul>
|
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</div>
|
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|
@ -17,7 +17,7 @@
|
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var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
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})();
|
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</script>
|
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<title>pyFTS.data.logistic_map — pyFTS 1.2.3 documentation</title>
|
||||
<title>pyFTS.data.logistic_map — pyFTS 1.4 documentation</title>
|
||||
<link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
|
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<link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
|
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<script type="text/javascript" src="../../../_static/documentation_options.js"></script>
|
||||
@ -42,7 +42,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../py-modindex.html" title="Python Module Index"
|
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>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
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<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
@ -112,7 +112,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../py-modindex.html" title="Python Module Index"
|
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>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> »</li>
|
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</ul>
|
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</div>
|
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|
@ -17,7 +17,7 @@
|
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var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
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})();
|
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</script>
|
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<title>pyFTS.data.lorentz — pyFTS 1.2.3 documentation</title>
|
||||
<title>pyFTS.data.lorentz — pyFTS 1.4 documentation</title>
|
||||
<link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
|
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<link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
|
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<script type="text/javascript" src="../../../_static/documentation_options.js"></script>
|
||||
@ -42,7 +42,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../py-modindex.html" title="Python Module Index"
|
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>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
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<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
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<li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> »</li>
|
||||
</ul>
|
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</div>
|
||||
@ -139,7 +139,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../py-modindex.html" title="Python Module Index"
|
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>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
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<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> »</li>
|
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</ul>
|
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</div>
|
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|
@ -17,7 +17,7 @@
|
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var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
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})();
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</script>
|
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<title>pyFTS.data.mackey_glass — pyFTS 1.2.3 documentation</title>
|
||||
<title>pyFTS.data.mackey_glass — pyFTS 1.4 documentation</title>
|
||||
<link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
|
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<link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
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<script type="text/javascript" src="../../../_static/documentation_options.js"></script>
|
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@ -42,7 +42,7 @@
|
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<li class="right" >
|
||||
<a href="../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
@ -115,7 +115,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
|
@ -17,7 +17,7 @@
|
||||
var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
|
||||
})();
|
||||
</script>
|
||||
<title>pyFTS.data.rossler — pyFTS 1.2.3 documentation</title>
|
||||
<title>pyFTS.data.rossler — pyFTS 1.4 documentation</title>
|
||||
<link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
|
||||
<link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
|
||||
<script type="text/javascript" src="../../../_static/documentation_options.js"></script>
|
||||
@ -42,7 +42,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
@ -139,7 +139,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
|
@ -17,7 +17,7 @@
|
||||
var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
|
||||
})();
|
||||
</script>
|
||||
<title>pyFTS.data.sunspots — pyFTS 1.2.3 documentation</title>
|
||||
<title>pyFTS.data.sunspots — pyFTS 1.4 documentation</title>
|
||||
<link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
|
||||
<link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
|
||||
<script type="text/javascript" src="../../../_static/documentation_options.js"></script>
|
||||
@ -42,7 +42,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
@ -119,7 +119,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
|
@ -17,7 +17,7 @@
|
||||
var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
|
||||
})();
|
||||
</script>
|
||||
<title>pyFTS.hyperparam.GridSearch — pyFTS 1.2.3 documentation</title>
|
||||
<title>pyFTS.hyperparam.GridSearch — pyFTS 1.4 documentation</title>
|
||||
<link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
|
||||
<link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
|
||||
<script type="text/javascript" src="../../../_static/documentation_options.js"></script>
|
||||
@ -42,7 +42,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
@ -94,7 +94,7 @@
|
||||
<span class="p">}</span></div>
|
||||
|
||||
|
||||
<div class="viewcode-block" id="metodo_cluster"><a class="viewcode-back" href="../../../pyFTS.hyperparam.html#pyFTS.hyperparam.GridSearch.metodo_cluster">[docs]</a><span class="k">def</span> <span class="nf">metodo_cluster</span><span class="p">(</span><span class="n">individual</span><span class="p">,</span> <span class="n">train</span><span class="p">,</span> <span class="n">test</span><span class="p">):</span>
|
||||
<div class="viewcode-block" id="cluster_method"><a class="viewcode-back" href="../../../pyFTS.hyperparam.html#pyFTS.hyperparam.GridSearch.cluster_method">[docs]</a><span class="k">def</span> <span class="nf">cluster_method</span><span class="p">(</span><span class="n">individual</span><span class="p">,</span> <span class="n">train</span><span class="p">,</span> <span class="n">test</span><span class="p">):</span>
|
||||
<span class="kn">from</span> <span class="nn">pyFTS.common</span> <span class="k">import</span> <span class="n">Util</span><span class="p">,</span> <span class="n">Membership</span>
|
||||
<span class="kn">from</span> <span class="nn">pyFTS.models</span> <span class="k">import</span> <span class="n">hofts</span>
|
||||
<span class="kn">from</span> <span class="nn">pyFTS.partitioners</span> <span class="k">import</span> <span class="n">Grid</span><span class="p">,</span> <span class="n">Entropy</span>
|
||||
@ -116,7 +116,7 @@
|
||||
<span class="n">partitioner</span> <span class="o">=</span> <span class="n">Entropy</span><span class="o">.</span><span class="n">EntropyPartitioner</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">train</span><span class="p">,</span> <span class="n">npart</span><span class="o">=</span><span class="n">npart</span><span class="p">,</span> <span class="n">func</span><span class="o">=</span><span class="n">mf</span><span class="p">)</span>
|
||||
|
||||
|
||||
<span class="n">model</span> <span class="o">=</span> <span class="n">hofts</span><span class="o">.</span><span class="n">HighOrderFTS</span><span class="p">(</span><span class="n">partitioner</span><span class="o">=</span><span class="n">partitioner</span><span class="p">,</span>
|
||||
<span class="n">model</span> <span class="o">=</span> <span class="n">hofts</span><span class="o">.</span><span class="n">WeightedHighOrderFTS</span><span class="p">(</span><span class="n">partitioner</span><span class="o">=</span><span class="n">partitioner</span><span class="p">,</span>
|
||||
<span class="n">lags</span><span class="o">=</span><span class="n">individual</span><span class="p">[</span><span class="s1">'lags'</span><span class="p">],</span>
|
||||
<span class="n">alpha_cut</span><span class="o">=</span><span class="n">individual</span><span class="p">[</span><span class="s1">'alpha'</span><span class="p">],</span>
|
||||
<span class="n">order</span><span class="o">=</span><span class="n">individual</span><span class="p">[</span><span class="s1">'order'</span><span class="p">])</span>
|
||||
@ -125,8 +125,33 @@
|
||||
|
||||
<span class="n">rmse</span><span class="p">,</span> <span class="n">mape</span><span class="p">,</span> <span class="n">u</span> <span class="o">=</span> <span class="n">Measures</span><span class="o">.</span><span class="n">get_point_statistics</span><span class="p">(</span><span class="n">test</span><span class="p">,</span> <span class="n">model</span><span class="p">)</span>
|
||||
|
||||
<span class="k">return</span> <span class="n">individual</span><span class="p">,</span> <span class="n">rmse</span></div>
|
||||
<span class="n">size</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">model</span><span class="p">)</span>
|
||||
|
||||
<span class="k">return</span> <span class="n">individual</span><span class="p">,</span> <span class="n">rmse</span><span class="p">,</span> <span class="n">size</span><span class="p">,</span> <span class="n">mape</span><span class="p">,</span> <span class="n">u</span></div>
|
||||
|
||||
|
||||
<div class="viewcode-block" id="process_jobs"><a class="viewcode-back" href="../../../pyFTS.hyperparam.html#pyFTS.hyperparam.GridSearch.process_jobs">[docs]</a><span class="k">def</span> <span class="nf">process_jobs</span><span class="p">(</span><span class="n">jobs</span><span class="p">,</span> <span class="n">datasetname</span><span class="p">,</span> <span class="n">conn</span><span class="p">):</span>
|
||||
<span class="k">for</span> <span class="n">job</span> <span class="ow">in</span> <span class="n">jobs</span><span class="p">:</span>
|
||||
<span class="n">result</span><span class="p">,</span> <span class="n">rmse</span><span class="p">,</span> <span class="n">size</span><span class="p">,</span> <span class="n">mape</span><span class="p">,</span> <span class="n">u</span> <span class="o">=</span> <span class="n">job</span><span class="p">()</span>
|
||||
<span class="k">if</span> <span class="n">job</span><span class="o">.</span><span class="n">status</span> <span class="o">==</span> <span class="n">dispy</span><span class="o">.</span><span class="n">DispyJob</span><span class="o">.</span><span class="n">Finished</span> <span class="ow">and</span> <span class="n">result</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
|
||||
<span class="nb">print</span><span class="p">(</span><span class="s2">"Processing result of </span><span class="si">{}</span><span class="s2">"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">result</span><span class="p">))</span>
|
||||
|
||||
<span class="n">metrics</span> <span class="o">=</span> <span class="p">{</span><span class="s1">'rmse'</span><span class="p">:</span> <span class="n">rmse</span><span class="p">,</span> <span class="s1">'size'</span><span class="p">:</span> <span class="n">size</span><span class="p">,</span> <span class="s1">'mape'</span><span class="p">:</span> <span class="n">mape</span><span class="p">,</span> <span class="s1">'u'</span><span class="p">:</span> <span class="n">u</span> <span class="p">}</span>
|
||||
|
||||
<span class="k">for</span> <span class="n">metric</span> <span class="ow">in</span> <span class="n">metrics</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
|
||||
|
||||
<span class="n">record</span> <span class="o">=</span> <span class="p">(</span><span class="n">datasetname</span><span class="p">,</span> <span class="s1">'GridSearch'</span><span class="p">,</span> <span class="s1">'WHOFTS'</span><span class="p">,</span> <span class="kc">None</span><span class="p">,</span> <span class="n">result</span><span class="p">[</span><span class="s1">'mf'</span><span class="p">],</span>
|
||||
<span class="n">result</span><span class="p">[</span><span class="s1">'order'</span><span class="p">],</span> <span class="n">result</span><span class="p">[</span><span class="s1">'partitioner'</span><span class="p">],</span> <span class="n">result</span><span class="p">[</span><span class="s1">'npart'</span><span class="p">],</span>
|
||||
<span class="n">result</span><span class="p">[</span><span class="s1">'alpha'</span><span class="p">],</span> <span class="nb">str</span><span class="p">(</span><span class="n">result</span><span class="p">[</span><span class="s1">'lags'</span><span class="p">]),</span> <span class="n">metric</span><span class="p">,</span> <span class="n">metrics</span><span class="p">[</span><span class="n">metric</span><span class="p">])</span>
|
||||
|
||||
<span class="nb">print</span><span class="p">(</span><span class="n">record</span><span class="p">)</span>
|
||||
|
||||
<span class="n">hUtil</span><span class="o">.</span><span class="n">insert_hyperparam</span><span class="p">(</span><span class="n">record</span><span class="p">,</span> <span class="n">conn</span><span class="p">)</span>
|
||||
|
||||
<span class="k">else</span><span class="p">:</span>
|
||||
<span class="nb">print</span><span class="p">(</span><span class="n">job</span><span class="o">.</span><span class="n">exception</span><span class="p">)</span>
|
||||
<span class="nb">print</span><span class="p">(</span><span class="n">job</span><span class="o">.</span><span class="n">stdout</span><span class="p">)</span></div>
|
||||
|
||||
|
||||
<div class="viewcode-block" id="execute"><a class="viewcode-back" href="../../../pyFTS.hyperparam.html#pyFTS.hyperparam.GridSearch.execute">[docs]</a><span class="k">def</span> <span class="nf">execute</span><span class="p">(</span><span class="n">hyperparams</span><span class="p">,</span> <span class="n">datasetname</span><span class="p">,</span> <span class="n">train</span><span class="p">,</span> <span class="n">test</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
|
||||
|
||||
@ -144,11 +169,18 @@
|
||||
<span class="n">index</span> <span class="o">=</span> <span class="p">{}</span>
|
||||
<span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">keys_sorted</span><span class="p">)):</span>
|
||||
<span class="n">index</span><span class="p">[</span><span class="n">keys_sorted</span><span class="p">[</span><span class="n">k</span><span class="p">]]</span> <span class="o">=</span> <span class="n">k</span>
|
||||
|
||||
<span class="nb">print</span><span class="p">(</span><span class="s2">"Evaluation order: </span><span class="se">\n</span><span class="s2"> </span><span class="si">{}</span><span class="s2">"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">index</span><span class="p">))</span>
|
||||
|
||||
<span class="n">hp_values</span> <span class="o">=</span> <span class="p">[</span>
|
||||
<span class="p">[</span><span class="n">v</span> <span class="k">for</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">hyperparams</span><span class="p">[</span><span class="n">hp</span><span class="p">]]</span>
|
||||
<span class="k">for</span> <span class="n">hp</span> <span class="ow">in</span> <span class="n">keys_sorted</span>
|
||||
<span class="p">]</span>
|
||||
|
||||
<span class="nb">print</span><span class="p">(</span><span class="s2">"Evaluation values: </span><span class="se">\n</span><span class="s2"> </span><span class="si">{}</span><span class="s2">"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">hp_values</span><span class="p">))</span>
|
||||
|
||||
<span class="n">cluster</span><span class="p">,</span> <span class="n">http_server</span> <span class="o">=</span> <span class="n">Util</span><span class="o">.</span><span class="n">start_dispy_cluster</span><span class="p">(</span><span class="n">cluster_method</span><span class="p">,</span> <span class="n">nodes</span><span class="o">=</span><span class="n">nodes</span><span class="p">)</span>
|
||||
<span class="n">conn</span> <span class="o">=</span> <span class="n">hUtil</span><span class="o">.</span><span class="n">open_hyperparam_db</span><span class="p">(</span><span class="s1">'hyperparam.db'</span><span class="p">)</span>
|
||||
|
||||
<span class="k">for</span> <span class="n">instance</span> <span class="ow">in</span> <span class="n">product</span><span class="p">(</span><span class="o">*</span><span class="n">hp_values</span><span class="p">):</span>
|
||||
<span class="n">partitions</span> <span class="o">=</span> <span class="n">instance</span><span class="p">[</span><span class="n">index</span><span class="p">[</span><span class="s1">'partitions'</span><span class="p">]]</span>
|
||||
@ -156,13 +188,17 @@
|
||||
<span class="n">mf</span> <span class="o">=</span> <span class="n">instance</span><span class="p">[</span><span class="n">index</span><span class="p">[</span><span class="s1">'mf'</span><span class="p">]]</span>
|
||||
<span class="n">alpha_cut</span> <span class="o">=</span> <span class="n">instance</span><span class="p">[</span><span class="n">index</span><span class="p">[</span><span class="s1">'alpha'</span><span class="p">]]</span>
|
||||
<span class="n">order</span> <span class="o">=</span> <span class="n">instance</span><span class="p">[</span><span class="n">index</span><span class="p">[</span><span class="s1">'order'</span><span class="p">]]</span>
|
||||
<span class="n">count</span> <span class="o">=</span> <span class="mi">0</span>
|
||||
<span class="k">for</span> <span class="n">lag1</span> <span class="ow">in</span> <span class="n">lags</span><span class="p">:</span> <span class="c1"># o é o lag1</span>
|
||||
<span class="n">_lags</span> <span class="o">=</span> <span class="p">[</span><span class="n">lag1</span><span class="p">]</span>
|
||||
<span class="n">count</span> <span class="o">+=</span> <span class="mi">1</span>
|
||||
<span class="k">if</span> <span class="n">order</span> <span class="o">></span> <span class="mi">1</span><span class="p">:</span>
|
||||
<span class="k">for</span> <span class="n">lag2</span> <span class="ow">in</span> <span class="n">lags</span><span class="p">:</span> <span class="c1"># o é o lag1</span>
|
||||
<span class="n">_lags2</span> <span class="o">=</span> <span class="p">[</span><span class="n">lag1</span><span class="p">,</span> <span class="n">lag1</span><span class="o">+</span><span class="n">lag2</span><span class="p">]</span>
|
||||
<span class="n">count</span> <span class="o">+=</span> <span class="mi">1</span>
|
||||
<span class="k">if</span> <span class="n">order</span> <span class="o">></span> <span class="mi">2</span><span class="p">:</span>
|
||||
<span class="k">for</span> <span class="n">lag3</span> <span class="ow">in</span> <span class="n">lags</span><span class="p">:</span> <span class="c1"># o é o lag1</span>
|
||||
<span class="n">count</span> <span class="o">+=</span> <span class="mi">1</span>
|
||||
<span class="n">_lags3</span> <span class="o">=</span> <span class="p">[</span><span class="n">lag1</span><span class="p">,</span> <span class="n">lag1</span> <span class="o">+</span> <span class="n">lag2</span><span class="p">,</span> <span class="n">lag1</span> <span class="o">+</span> <span class="n">lag2</span><span class="o">+</span><span class="n">lag3</span> <span class="p">]</span>
|
||||
<span class="n">individuals</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">dict_individual</span><span class="p">(</span><span class="n">mf</span><span class="p">,</span> <span class="n">partitioner</span><span class="p">,</span> <span class="n">partitions</span><span class="p">,</span> <span class="n">order</span><span class="p">,</span> <span class="n">_lags3</span><span class="p">,</span> <span class="n">alpha_cut</span><span class="p">))</span>
|
||||
<span class="k">else</span><span class="p">:</span>
|
||||
@ -170,33 +206,20 @@
|
||||
<span class="n">dict_individual</span><span class="p">(</span><span class="n">mf</span><span class="p">,</span> <span class="n">partitioner</span><span class="p">,</span> <span class="n">partitions</span><span class="p">,</span> <span class="n">order</span><span class="p">,</span> <span class="n">_lags2</span><span class="p">,</span> <span class="n">alpha_cut</span><span class="p">))</span>
|
||||
<span class="k">else</span><span class="p">:</span>
|
||||
<span class="n">individuals</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">dict_individual</span><span class="p">(</span><span class="n">mf</span><span class="p">,</span> <span class="n">partitioner</span><span class="p">,</span> <span class="n">partitions</span><span class="p">,</span> <span class="n">order</span><span class="p">,</span> <span class="n">_lags</span><span class="p">,</span> <span class="n">alpha_cut</span><span class="p">))</span>
|
||||
|
||||
<span class="k">if</span> <span class="n">count</span> <span class="o">></span> <span class="mi">50</span><span class="p">:</span>
|
||||
<span class="n">jobs</span> <span class="o">=</span> <span class="p">[]</span>
|
||||
|
||||
|
||||
<span class="n">cluster</span><span class="p">,</span> <span class="n">http_server</span> <span class="o">=</span> <span class="n">Util</span><span class="o">.</span><span class="n">start_dispy_cluster</span><span class="p">(</span><span class="n">metodo_cluster</span><span class="p">,</span> <span class="n">nodes</span><span class="o">=</span><span class="n">nodes</span><span class="p">)</span>
|
||||
|
||||
<span class="n">jobs</span> <span class="o">=</span> <span class="p">[]</span>
|
||||
|
||||
<span class="k">for</span> <span class="n">ind</span> <span class="ow">in</span> <span class="n">individuals</span><span class="p">:</span>
|
||||
<span class="n">job</span> <span class="o">=</span> <span class="n">cluster</span><span class="o">.</span><span class="n">submit</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="n">train</span><span class="p">,</span> <span class="n">test</span><span class="p">)</span>
|
||||
<span class="n">jobs</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">job</span><span class="p">)</span>
|
||||
|
||||
|
||||
<span class="n">conn</span> <span class="o">=</span> <span class="n">hUtil</span><span class="o">.</span><span class="n">open_hyperparam_db</span><span class="p">(</span><span class="s1">'hyperparam.db'</span><span class="p">)</span>
|
||||
|
||||
<span class="k">for</span> <span class="n">job</span> <span class="ow">in</span> <span class="n">jobs</span><span class="p">:</span>
|
||||
<span class="n">result</span><span class="p">,</span> <span class="n">rmse</span> <span class="o">=</span> <span class="n">job</span><span class="p">()</span>
|
||||
<span class="k">if</span> <span class="n">job</span><span class="o">.</span><span class="n">status</span> <span class="o">==</span> <span class="n">dispy</span><span class="o">.</span><span class="n">DispyJob</span><span class="o">.</span><span class="n">Finished</span> <span class="ow">and</span> <span class="n">result</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
|
||||
<span class="nb">print</span><span class="p">(</span><span class="n">result</span><span class="p">)</span>
|
||||
|
||||
<span class="n">record</span> <span class="o">=</span> <span class="p">(</span><span class="n">datasetname</span><span class="p">,</span> <span class="s1">'GridSearch'</span><span class="p">,</span> <span class="s1">'HOFTS'</span><span class="p">,</span> <span class="kc">None</span><span class="p">,</span> <span class="n">result</span><span class="p">[</span><span class="s1">'mf'</span><span class="p">],</span>
|
||||
<span class="n">result</span><span class="p">[</span><span class="s1">'order'</span><span class="p">],</span> <span class="n">result</span><span class="p">[</span><span class="s1">'partitioner'</span><span class="p">],</span> <span class="n">result</span><span class="p">[</span><span class="s1">'npart'</span><span class="p">],</span>
|
||||
<span class="n">result</span><span class="p">[</span><span class="s1">'alpha'</span><span class="p">],</span> <span class="nb">str</span><span class="p">(</span><span class="n">result</span><span class="p">[</span><span class="s1">'lags'</span><span class="p">]),</span> <span class="s1">'rmse'</span><span class="p">,</span> <span class="n">rmse</span><span class="p">)</span>
|
||||
|
||||
<span class="n">hUtil</span><span class="o">.</span><span class="n">insert_hyperparam</span><span class="p">(</span><span class="n">record</span><span class="p">,</span> <span class="n">conn</span><span class="p">)</span>
|
||||
|
||||
<span class="k">else</span><span class="p">:</span>
|
||||
<span class="nb">print</span><span class="p">(</span><span class="n">job</span><span class="o">.</span><span class="n">exception</span><span class="p">)</span>
|
||||
<span class="nb">print</span><span class="p">(</span><span class="n">job</span><span class="o">.</span><span class="n">stdout</span><span class="p">)</span>
|
||||
<span class="k">for</span> <span class="n">ind</span> <span class="ow">in</span> <span class="n">individuals</span><span class="p">:</span>
|
||||
<span class="nb">print</span><span class="p">(</span><span class="s2">"Testing individual </span><span class="si">{}</span><span class="s2">"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">ind</span><span class="p">))</span>
|
||||
<span class="n">job</span> <span class="o">=</span> <span class="n">cluster</span><span class="o">.</span><span class="n">submit</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="n">train</span><span class="p">,</span> <span class="n">test</span><span class="p">)</span>
|
||||
<span class="n">jobs</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">job</span><span class="p">)</span>
|
||||
|
||||
<span class="n">process_jobs</span><span class="p">(</span><span class="n">jobs</span><span class="p">,</span> <span class="n">datasetname</span><span class="p">,</span> <span class="n">conn</span><span class="p">)</span>
|
||||
|
||||
<span class="n">count</span> <span class="o">=</span> <span class="mi">0</span>
|
||||
|
||||
<span class="n">individuals</span> <span class="o">=</span> <span class="p">[]</span>
|
||||
|
||||
<span class="n">Util</span><span class="o">.</span><span class="n">stop_dispy_cluster</span><span class="p">(</span><span class="n">cluster</span><span class="p">,</span> <span class="n">http_server</span><span class="p">)</span></div>
|
||||
</pre></div>
|
||||
@ -215,7 +238,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
|
@ -17,7 +17,7 @@
|
||||
var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
|
||||
})();
|
||||
</script>
|
||||
<title>pyFTS.hyperparam.Util — pyFTS 1.2.3 documentation</title>
|
||||
<title>pyFTS.hyperparam.Util — pyFTS 1.4 documentation</title>
|
||||
<link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
|
||||
<link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
|
||||
<script type="text/javascript" src="../../../_static/documentation_options.js"></script>
|
||||
@ -42,7 +42,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
@ -157,7 +157,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
|
@ -17,7 +17,7 @@
|
||||
var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
|
||||
})();
|
||||
</script>
|
||||
<title>pyFTS.models.chen — pyFTS 1.2.3 documentation</title>
|
||||
<title>pyFTS.models.chen — pyFTS 1.4 documentation</title>
|
||||
<link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
|
||||
<link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
|
||||
<script type="text/javascript" src="../../../_static/documentation_options.js"></script>
|
||||
@ -42,7 +42,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
@ -178,7 +178,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
|
@ -17,7 +17,7 @@
|
||||
var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
|
||||
})();
|
||||
</script>
|
||||
<title>pyFTS.models.cheng — pyFTS 1.2.3 documentation</title>
|
||||
<title>pyFTS.models.cheng — pyFTS 1.4 documentation</title>
|
||||
<link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
|
||||
<link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
|
||||
<script type="text/javascript" src="../../../_static/documentation_options.js"></script>
|
||||
@ -42,7 +42,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
@ -149,7 +149,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
|
@ -17,7 +17,7 @@
|
||||
var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
|
||||
})();
|
||||
</script>
|
||||
<title>pyFTS.models.ensemble.ensemble — pyFTS 1.2.3 documentation</title>
|
||||
<title>pyFTS.models.ensemble.ensemble — pyFTS 1.4 documentation</title>
|
||||
<link rel="stylesheet" href="../../../../_static/bizstyle.css" type="text/css" />
|
||||
<link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
|
||||
<script type="text/javascript" src="../../../../_static/documentation_options.js"></script>
|
||||
@ -42,7 +42,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../../index.html" accesskey="U">Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
@ -402,7 +402,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../../index.html" >Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
|
@ -17,7 +17,7 @@
|
||||
var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
|
||||
})();
|
||||
</script>
|
||||
<title>pyFTS.models.ensemble.multiseasonal — pyFTS 1.2.3 documentation</title>
|
||||
<title>pyFTS.models.ensemble.multiseasonal — pyFTS 1.4 documentation</title>
|
||||
<link rel="stylesheet" href="../../../../_static/bizstyle.css" type="text/css" />
|
||||
<link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
|
||||
<script type="text/javascript" src="../../../../_static/documentation_options.js"></script>
|
||||
@ -42,7 +42,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../../index.html" accesskey="U">Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
@ -181,7 +181,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../../index.html" >Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
|
49
docs/build/html/_modules/pyFTS/models/hofts.html
vendored
49
docs/build/html/_modules/pyFTS/models/hofts.html
vendored
@ -17,7 +17,7 @@
|
||||
var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
|
||||
})();
|
||||
</script>
|
||||
<title>pyFTS.models.hofts — pyFTS 1.2.3 documentation</title>
|
||||
<title>pyFTS.models.hofts — pyFTS 1.4 documentation</title>
|
||||
<link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
|
||||
<link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
|
||||
<script type="text/javascript" src="../../../_static/documentation_options.js"></script>
|
||||
@ -42,7 +42,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
@ -80,7 +80,8 @@
|
||||
<span class="sd">"""</span>
|
||||
|
||||
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
|
||||
<span class="kn">from</span> <span class="nn">pyFTS.common</span> <span class="k">import</span> <span class="n">FuzzySet</span><span class="p">,</span> <span class="n">FLR</span><span class="p">,</span> <span class="n">fts</span><span class="p">,</span> <span class="n">flrg</span><span class="p">,</span> <span class="n">tree</span>
|
||||
<span class="kn">from</span> <span class="nn">pyFTS.common</span> <span class="k">import</span> <span class="n">FuzzySet</span><span class="p">,</span> <span class="n">FLR</span><span class="p">,</span> <span class="n">fts</span><span class="p">,</span> <span class="n">flrg</span>
|
||||
<span class="kn">from</span> <span class="nn">itertools</span> <span class="k">import</span> <span class="n">product</span>
|
||||
|
||||
<div class="viewcode-block" id="HighOrderFLRG"><a class="viewcode-back" href="../../../pyFTS.models.html#pyFTS.models.hofts.HighOrderFLRG">[docs]</a><span class="k">class</span> <span class="nc">HighOrderFLRG</span><span class="p">(</span><span class="n">flrg</span><span class="o">.</span><span class="n">FLRG</span><span class="p">):</span>
|
||||
<span class="sd">"""Conventional High Order Fuzzy Logical Relationship Group"""</span>
|
||||
@ -161,13 +162,13 @@
|
||||
<span class="bp">self</span><span class="o">.</span><span class="n">detail</span> <span class="o">=</span> <span class="s2">"Severiano, Silva, Sadaei and Guimarães"</span>
|
||||
<span class="bp">self</span><span class="o">.</span><span class="n">is_high_order</span> <span class="o">=</span> <span class="kc">True</span>
|
||||
<span class="bp">self</span><span class="o">.</span><span class="n">min_order</span> <span class="o">=</span> <span class="mi">1</span>
|
||||
<span class="bp">self</span><span class="o">.</span><span class="n">order</span><span class="o">=</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">"order"</span><span class="p">,</span> <span class="mi">2</span><span class="p">)</span>
|
||||
<span class="bp">self</span><span class="o">.</span><span class="n">order</span><span class="o">=</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">"order"</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">min_order</span><span class="p">)</span>
|
||||
<span class="bp">self</span><span class="o">.</span><span class="n">lags</span> <span class="o">=</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">"lags"</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
|
||||
<span class="bp">self</span><span class="o">.</span><span class="n">configure_lags</span><span class="p">(</span><span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
|
||||
|
||||
<div class="viewcode-block" id="HighOrderFTS.configure_lags"><a class="viewcode-back" href="../../../pyFTS.models.html#pyFTS.models.hofts.HighOrderFTS.configure_lags">[docs]</a> <span class="k">def</span> <span class="nf">configure_lags</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
|
||||
<span class="k">if</span> <span class="s2">"order"</span> <span class="ow">in</span> <span class="n">kwargs</span><span class="p">:</span>
|
||||
<span class="bp">self</span><span class="o">.</span><span class="n">order</span> <span class="o">=</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">"order"</span><span class="p">,</span> <span class="mi">2</span><span class="p">)</span>
|
||||
<span class="bp">self</span><span class="o">.</span><span class="n">order</span> <span class="o">=</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">"order"</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">min_order</span><span class="p">)</span>
|
||||
|
||||
<span class="k">if</span> <span class="s2">"lags"</span> <span class="ow">in</span> <span class="n">kwargs</span><span class="p">:</span>
|
||||
<span class="bp">self</span><span class="o">.</span><span class="n">lags</span> <span class="o">=</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">"lags"</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
|
||||
@ -180,30 +181,25 @@
|
||||
|
||||
<div class="viewcode-block" id="HighOrderFTS.generate_lhs_flrg"><a class="viewcode-back" href="../../../pyFTS.models.html#pyFTS.models.hofts.HighOrderFTS.generate_lhs_flrg">[docs]</a> <span class="k">def</span> <span class="nf">generate_lhs_flrg</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">sample</span><span class="p">,</span> <span class="n">explain</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
|
||||
|
||||
<span class="n">nsample</span> <span class="o">=</span> <span class="p">[</span><span class="n">FuzzySet</span><span class="o">.</span><span class="n">fuzzyfy</span><span class="p">(</span><span class="n">k</span><span class="p">,</span> <span class="n">partitioner</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">partitioner</span><span class="p">,</span> <span class="n">mode</span><span class="o">=</span><span class="s2">"sets"</span><span class="p">,</span> <span class="n">alpha_cut</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">alpha_cut</span><span class="p">)</span>
|
||||
<span class="n">nsample</span> <span class="o">=</span> <span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">partitioner</span><span class="o">.</span><span class="n">fuzzyfy</span><span class="p">(</span><span class="n">k</span><span class="p">,</span> <span class="n">mode</span><span class="o">=</span><span class="s2">"sets"</span><span class="p">,</span> <span class="n">alpha_cut</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">alpha_cut</span><span class="p">)</span>
|
||||
<span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">sample</span><span class="p">]</span>
|
||||
|
||||
<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">generate_lhs_flrg_fuzzyfied</span><span class="p">(</span><span class="n">nsample</span><span class="p">,</span> <span class="n">explain</span><span class="p">)</span></div>
|
||||
|
||||
<div class="viewcode-block" id="HighOrderFTS.generate_lhs_flrg_fuzzyfied"><a class="viewcode-back" href="../../../pyFTS.models.html#pyFTS.models.hofts.HighOrderFTS.generate_lhs_flrg_fuzzyfied">[docs]</a> <span class="k">def</span> <span class="nf">generate_lhs_flrg_fuzzyfied</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">sample</span><span class="p">,</span> <span class="n">explain</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
|
||||
<span class="n">lags</span> <span class="o">=</span> <span class="p">{}</span>
|
||||
|
||||
<span class="n">lags</span> <span class="o">=</span> <span class="p">[]</span>
|
||||
<span class="n">flrgs</span> <span class="o">=</span> <span class="p">[]</span>
|
||||
|
||||
<span class="k">for</span> <span class="n">ct</span><span class="p">,</span> <span class="n">o</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">lags</span><span class="p">):</span>
|
||||
<span class="n">lags</span><span class="p">[</span><span class="n">ct</span><span class="p">]</span> <span class="o">=</span> <span class="n">sample</span><span class="p">[</span><span class="n">o</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
|
||||
<span class="n">lhs</span> <span class="o">=</span> <span class="n">sample</span><span class="p">[</span><span class="n">o</span> <span class="o">-</span> <span class="mi">1</span><span class="p">]</span>
|
||||
<span class="n">lags</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">lhs</span><span class="p">)</span>
|
||||
|
||||
<span class="k">if</span> <span class="n">explain</span><span class="p">:</span>
|
||||
<span class="nb">print</span><span class="p">(</span><span class="s2">"</span><span class="se">\t</span><span class="s2"> (Lag </span><span class="si">{}</span><span class="s2">) </span><span class="si">{}</span><span class="s2"> -> </span><span class="si">{}</span><span class="s2"> </span><span class="se">\n</span><span class="s2">"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">o</span><span class="p">,</span> <span class="n">sample</span><span class="p">[</span><span class="n">o</span><span class="o">-</span><span class="mi">1</span><span class="p">],</span> <span class="n">lhs</span><span class="p">))</span>
|
||||
|
||||
<span class="n">root</span> <span class="o">=</span> <span class="n">tree</span><span class="o">.</span><span class="n">FLRGTreeNode</span><span class="p">(</span><span class="kc">None</span><span class="p">)</span>
|
||||
|
||||
<span class="n">tree</span><span class="o">.</span><span class="n">build_tree_without_order</span><span class="p">(</span><span class="n">root</span><span class="p">,</span> <span class="n">lags</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
|
||||
|
||||
<span class="c1"># Trace the possible paths</span>
|
||||
<span class="k">for</span> <span class="n">p</span> <span class="ow">in</span> <span class="n">root</span><span class="o">.</span><span class="n">paths</span><span class="p">():</span>
|
||||
<span class="k">for</span> <span class="n">path</span> <span class="ow">in</span> <span class="n">product</span><span class="p">(</span><span class="o">*</span><span class="n">lags</span><span class="p">):</span>
|
||||
<span class="n">flrg</span> <span class="o">=</span> <span class="n">HighOrderFLRG</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">order</span><span class="p">)</span>
|
||||
<span class="n">path</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">reversed</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="nb">filter</span><span class="p">(</span><span class="kc">None</span><span class="o">.</span><span class="fm">__ne__</span><span class="p">,</span> <span class="n">p</span><span class="p">))))</span>
|
||||
|
||||
<span class="k">for</span> <span class="n">lhs</span> <span class="ow">in</span> <span class="n">path</span><span class="p">:</span>
|
||||
<span class="n">flrg</span><span class="o">.</span><span class="n">append_lhs</span><span class="p">(</span><span class="n">lhs</span><span class="p">)</span>
|
||||
@ -215,25 +211,23 @@
|
||||
<div class="viewcode-block" id="HighOrderFTS.generate_flrg"><a class="viewcode-back" href="../../../pyFTS.models.html#pyFTS.models.hofts.HighOrderFTS.generate_flrg">[docs]</a> <span class="k">def</span> <span class="nf">generate_flrg</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">data</span><span class="p">):</span>
|
||||
<span class="n">l</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)</span>
|
||||
<span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">max_lag</span><span class="p">,</span> <span class="n">l</span><span class="p">):</span>
|
||||
<span class="n">lags</span> <span class="o">=</span> <span class="p">{}</span>
|
||||
|
||||
<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">dump</span><span class="p">:</span> <span class="nb">print</span><span class="p">(</span><span class="s2">"FLR: "</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">k</span><span class="p">))</span>
|
||||
|
||||
<span class="n">sample</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="n">k</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">max_lag</span><span class="p">:</span> <span class="n">k</span><span class="p">]</span>
|
||||
<span class="nb">print</span><span class="p">(</span><span class="n">sample</span><span class="p">)</span>
|
||||
|
||||
<span class="n">rhs</span> <span class="o">=</span> <span class="n">FuzzySet</span><span class="o">.</span><span class="n">fuzzyfy</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">k</span><span class="p">],</span> <span class="n">partitioner</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">partitioner</span><span class="p">,</span> <span class="n">mode</span><span class="o">=</span><span class="s2">"sets"</span><span class="p">,</span> <span class="n">alpha_cut</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">alpha_cut</span><span class="p">)</span>
|
||||
<span class="n">rhs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">partitioner</span><span class="o">.</span><span class="n">fuzzyfy</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">k</span><span class="p">],</span> <span class="n">mode</span><span class="o">=</span><span class="s2">"sets"</span><span class="p">,</span> <span class="n">alpha_cut</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">alpha_cut</span><span class="p">)</span>
|
||||
|
||||
<span class="n">flrgs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">generate_lhs_flrg</span><span class="p">(</span><span class="n">sample</span><span class="p">)</span>
|
||||
|
||||
<span class="k">for</span> <span class="n">flrg</span> <span class="ow">in</span> <span class="n">flrgs</span><span class="p">:</span>
|
||||
<span class="nb">print</span><span class="p">(</span><span class="s1">'key'</span><span class="p">,</span> <span class="n">flrg</span><span class="o">.</span><span class="n">get_key</span><span class="p">())</span>
|
||||
<span class="k">if</span> <span class="n">flrg</span><span class="o">.</span><span class="n">get_key</span><span class="p">()</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">flrgs</span><span class="p">:</span>
|
||||
<span class="bp">self</span><span class="o">.</span><span class="n">flrgs</span><span class="p">[</span><span class="n">flrg</span><span class="o">.</span><span class="n">get_key</span><span class="p">()]</span> <span class="o">=</span> <span class="n">flrg</span><span class="p">;</span>
|
||||
|
||||
<span class="k">for</span> <span class="n">st</span> <span class="ow">in</span> <span class="n">rhs</span><span class="p">:</span>
|
||||
<span class="bp">self</span><span class="o">.</span><span class="n">flrgs</span><span class="p">[</span><span class="n">flrg</span><span class="o">.</span><span class="n">get_key</span><span class="p">()]</span><span class="o">.</span><span class="n">append_rhs</span><span class="p">(</span><span class="n">st</span><span class="p">)</span></div>
|
||||
|
||||
|
||||
<div class="viewcode-block" id="HighOrderFTS.generate_flrg_fuzzyfied"><a class="viewcode-back" href="../../../pyFTS.models.html#pyFTS.models.hofts.HighOrderFTS.generate_flrg_fuzzyfied">[docs]</a> <span class="k">def</span> <span class="nf">generate_flrg_fuzzyfied</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">data</span><span class="p">):</span>
|
||||
<span class="n">l</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)</span>
|
||||
<span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">max_lag</span><span class="p">,</span> <span class="n">l</span><span class="p">):</span>
|
||||
@ -241,7 +235,6 @@
|
||||
|
||||
<span class="n">sample</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="n">k</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">max_lag</span><span class="p">:</span> <span class="n">k</span><span class="p">]</span>
|
||||
|
||||
|
||||
<span class="n">rhs</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="n">k</span><span class="p">]</span>
|
||||
|
||||
<span class="n">flrgs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">generate_lhs_flrg_fuzzyfied</span><span class="p">(</span><span class="n">sample</span><span class="p">)</span>
|
||||
@ -321,24 +314,18 @@
|
||||
<span class="bp">self</span><span class="o">.</span><span class="n">shortname</span> <span class="o">=</span> <span class="s2">"WHOFTS"</span>
|
||||
|
||||
<div class="viewcode-block" id="WeightedHighOrderFTS.generate_lhs_flrg_fuzzyfied"><a class="viewcode-back" href="../../../pyFTS.models.html#pyFTS.models.hofts.WeightedHighOrderFTS.generate_lhs_flrg_fuzzyfied">[docs]</a> <span class="k">def</span> <span class="nf">generate_lhs_flrg_fuzzyfied</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">sample</span><span class="p">,</span> <span class="n">explain</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
|
||||
<span class="n">lags</span> <span class="o">=</span> <span class="p">{}</span>
|
||||
|
||||
<span class="n">lags</span> <span class="o">=</span> <span class="p">[]</span>
|
||||
<span class="n">flrgs</span> <span class="o">=</span> <span class="p">[]</span>
|
||||
|
||||
<span class="k">for</span> <span class="n">ct</span><span class="p">,</span> <span class="n">o</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">lags</span><span class="p">):</span>
|
||||
<span class="n">lags</span><span class="p">[</span><span class="n">ct</span><span class="p">]</span> <span class="o">=</span> <span class="n">sample</span><span class="p">[</span><span class="n">o</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
|
||||
<span class="n">lags</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">sample</span><span class="p">[</span><span class="n">o</span><span class="o">-</span><span class="mi">1</span><span class="p">])</span>
|
||||
|
||||
<span class="k">if</span> <span class="n">explain</span><span class="p">:</span>
|
||||
<span class="nb">print</span><span class="p">(</span><span class="s2">"</span><span class="se">\t</span><span class="s2"> (Lag </span><span class="si">{}</span><span class="s2">) </span><span class="si">{}</span><span class="s2"> -> </span><span class="si">{}</span><span class="s2"> </span><span class="se">\n</span><span class="s2">"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">o</span><span class="p">,</span> <span class="n">sample</span><span class="p">[</span><span class="n">o</span><span class="o">-</span><span class="mi">1</span><span class="p">],</span> <span class="n">lhs</span><span class="p">))</span>
|
||||
|
||||
<span class="n">root</span> <span class="o">=</span> <span class="n">tree</span><span class="o">.</span><span class="n">FLRGTreeNode</span><span class="p">(</span><span class="kc">None</span><span class="p">)</span>
|
||||
|
||||
<span class="n">tree</span><span class="o">.</span><span class="n">build_tree_without_order</span><span class="p">(</span><span class="n">root</span><span class="p">,</span> <span class="n">lags</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
|
||||
<span class="nb">print</span><span class="p">(</span><span class="s2">"</span><span class="se">\t</span><span class="s2"> (Lag </span><span class="si">{}</span><span class="s2">) </span><span class="si">{}</span><span class="s2"> </span><span class="se">\n</span><span class="s2">"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">o</span><span class="p">,</span> <span class="n">sample</span><span class="p">[</span><span class="n">o</span><span class="o">-</span><span class="mi">1</span><span class="p">]))</span>
|
||||
|
||||
<span class="c1"># Trace the possible paths</span>
|
||||
<span class="k">for</span> <span class="n">p</span> <span class="ow">in</span> <span class="n">root</span><span class="o">.</span><span class="n">paths</span><span class="p">():</span>
|
||||
<span class="k">for</span> <span class="n">path</span> <span class="ow">in</span> <span class="n">product</span><span class="p">(</span><span class="o">*</span><span class="n">lags</span><span class="p">):</span>
|
||||
<span class="n">flrg</span> <span class="o">=</span> <span class="n">WeightedHighOrderFLRG</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">order</span><span class="p">)</span>
|
||||
<span class="n">path</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">reversed</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="nb">filter</span><span class="p">(</span><span class="kc">None</span><span class="o">.</span><span class="fm">__ne__</span><span class="p">,</span> <span class="n">p</span><span class="p">))))</span>
|
||||
|
||||
<span class="k">for</span> <span class="n">lhs</span> <span class="ow">in</span> <span class="n">path</span><span class="p">:</span>
|
||||
<span class="n">flrg</span><span class="o">.</span><span class="n">append_lhs</span><span class="p">(</span><span class="n">lhs</span><span class="p">)</span>
|
||||
@ -362,7 +349,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
|
@ -17,7 +17,7 @@
|
||||
var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
|
||||
})();
|
||||
</script>
|
||||
<title>pyFTS.models.hwang — pyFTS 1.2.3 documentation</title>
|
||||
<title>pyFTS.models.hwang — pyFTS 1.4 documentation</title>
|
||||
<link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
|
||||
<link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
|
||||
<script type="text/javascript" src="../../../_static/documentation_options.js"></script>
|
||||
@ -42,7 +42,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
@ -153,7 +153,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
|
@ -17,7 +17,7 @@
|
||||
var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
|
||||
})();
|
||||
</script>
|
||||
<title>pyFTS.models.ifts — pyFTS 1.2.3 documentation</title>
|
||||
<title>pyFTS.models.ifts — pyFTS 1.4 documentation</title>
|
||||
<link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
|
||||
<link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
|
||||
<script type="text/javascript" src="../../../_static/documentation_options.js"></script>
|
||||
@ -42,7 +42,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
@ -177,7 +177,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
|
@ -17,7 +17,7 @@
|
||||
var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
|
||||
})();
|
||||
</script>
|
||||
<title>pyFTS.models.incremental.Retrainer — pyFTS 1.2.3 documentation</title>
|
||||
<title>pyFTS.models.incremental.Retrainer — pyFTS 1.4 documentation</title>
|
||||
<link rel="stylesheet" href="../../../../_static/bizstyle.css" type="text/css" />
|
||||
<link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
|
||||
<script type="text/javascript" src="../../../../_static/documentation_options.js"></script>
|
||||
@ -42,7 +42,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../../index.html" accesskey="U">Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
@ -170,7 +170,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../../index.html" >Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
|
@ -17,7 +17,7 @@
|
||||
var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
|
||||
})();
|
||||
</script>
|
||||
<title>pyFTS.models.ismailefendi — pyFTS 1.2.3 documentation</title>
|
||||
<title>pyFTS.models.ismailefendi — pyFTS 1.4 documentation</title>
|
||||
<link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
|
||||
<link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
|
||||
<script type="text/javascript" src="../../../_static/documentation_options.js"></script>
|
||||
@ -42,7 +42,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
@ -199,7 +199,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
|
@ -17,7 +17,7 @@
|
||||
var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
|
||||
})();
|
||||
</script>
|
||||
<title>pyFTS.models.multivariate.FLR — pyFTS 1.2.3 documentation</title>
|
||||
<title>pyFTS.models.multivariate.FLR — pyFTS 1.4 documentation</title>
|
||||
<link rel="stylesheet" href="../../../../_static/bizstyle.css" type="text/css" />
|
||||
<link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
|
||||
<script type="text/javascript" src="../../../../_static/documentation_options.js"></script>
|
||||
@ -42,7 +42,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../../index.html" accesskey="U">Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
@ -113,7 +113,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../../index.html" >Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
|
@ -17,7 +17,7 @@
|
||||
var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
|
||||
})();
|
||||
</script>
|
||||
<title>pyFTS.models.multivariate.cmvfts — pyFTS 1.2.3 documentation</title>
|
||||
<title>pyFTS.models.multivariate.cmvfts — pyFTS 1.4 documentation</title>
|
||||
<link rel="stylesheet" href="../../../../_static/bizstyle.css" type="text/css" />
|
||||
<link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
|
||||
<script type="text/javascript" src="../../../../_static/documentation_options.js"></script>
|
||||
@ -42,7 +42,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../../index.html" accesskey="U">Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
@ -90,8 +90,8 @@
|
||||
<span class="sd">"""The cluster method to be called when a new model is build"""</span>
|
||||
<span class="bp">self</span><span class="o">.</span><span class="n">cluster_params</span> <span class="o">=</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">'cluster_params'</span><span class="p">,</span> <span class="p">{})</span>
|
||||
<span class="sd">"""The cluster method parameters"""</span>
|
||||
<span class="bp">self</span><span class="o">.</span><span class="n">cluster</span> <span class="o">=</span> <span class="kc">None</span>
|
||||
<span class="sd">"""The most recent trained clusterer"""</span>
|
||||
<span class="bp">self</span><span class="o">.</span><span class="n">cluster</span> <span class="o">=</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">'cluster'</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
|
||||
<span class="sd">"""The trained clusterer"""</span>
|
||||
|
||||
<span class="bp">self</span><span class="o">.</span><span class="n">fts_method</span> <span class="o">=</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">'fts_method'</span><span class="p">,</span> <span class="n">hofts</span><span class="o">.</span><span class="n">WeightedHighOrderFTS</span><span class="p">)</span>
|
||||
<span class="sd">"""The FTS method to be called when a new model is build"""</span>
|
||||
@ -110,42 +110,46 @@
|
||||
<span class="bp">self</span><span class="o">.</span><span class="n">shortname</span> <span class="o">=</span> <span class="s2">"ClusteredMVFTS"</span>
|
||||
<span class="bp">self</span><span class="o">.</span><span class="n">name</span> <span class="o">=</span> <span class="s2">"Clustered Multivariate FTS"</span>
|
||||
|
||||
<span class="bp">self</span><span class="o">.</span><span class="n">pre_fuzzyfy</span> <span class="o">=</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">'pre_fuzzyfy'</span><span class="p">,</span> <span class="kc">True</span><span class="p">)</span>
|
||||
|
||||
<div class="viewcode-block" id="ClusteredMVFTS.fuzzyfy"><a class="viewcode-back" href="../../../../pyFTS.models.multivariate.html#pyFTS.models.multivariate.cmvfts.ClusteredMVFTS.fuzzyfy">[docs]</a> <span class="k">def</span> <span class="nf">fuzzyfy</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span><span class="n">data</span><span class="p">):</span>
|
||||
<span class="n">ndata</span> <span class="o">=</span> <span class="p">[]</span>
|
||||
<span class="k">for</span> <span class="n">ct</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">index</span><span class="p">)</span><span class="o">+</span><span class="mi">1</span><span class="p">):</span>
|
||||
<span class="n">ix</span> <span class="o">=</span> <span class="n">data</span><span class="o">.</span><span class="n">index</span><span class="p">[</span><span class="n">ct</span> <span class="o">-</span> <span class="mi">1</span><span class="p">]</span>
|
||||
<span class="n">data_point</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">format_data</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">ix</span><span class="p">])</span>
|
||||
<span class="n">ndata</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">common</span><span class="o">.</span><span class="n">fuzzyfy_instance_clustered</span><span class="p">(</span><span class="n">data_point</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">cluster</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">alpha_cut</span><span class="p">))</span>
|
||||
<span class="k">for</span> <span class="n">index</span><span class="p">,</span> <span class="n">row</span> <span class="ow">in</span> <span class="n">data</span><span class="o">.</span><span class="n">iterrows</span><span class="p">():</span>
|
||||
<span class="n">data_point</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">format_data</span><span class="p">(</span><span class="n">row</span><span class="p">)</span>
|
||||
<span class="n">ndata</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">common</span><span class="o">.</span><span class="n">fuzzyfy_instance_clustered</span><span class="p">(</span><span class="n">data_point</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">cluster</span><span class="p">,</span> <span class="n">alpha_cut</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">alpha_cut</span><span class="p">))</span>
|
||||
|
||||
<span class="k">return</span> <span class="n">ndata</span></div>
|
||||
|
||||
|
||||
<div class="viewcode-block" id="ClusteredMVFTS.train"><a class="viewcode-back" href="../../../../pyFTS.models.multivariate.html#pyFTS.models.multivariate.cmvfts.ClusteredMVFTS.train">[docs]</a> <span class="k">def</span> <span class="nf">train</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">data</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
|
||||
|
||||
<span class="bp">self</span><span class="o">.</span><span class="n">cluster</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">cluster_method</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">data</span><span class="p">,</span> <span class="n">mvfts</span><span class="o">=</span><span class="bp">self</span><span class="p">,</span> <span class="n">neighbors</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">knn</span><span class="p">)</span>
|
||||
<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">cluster</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
|
||||
<span class="bp">self</span><span class="o">.</span><span class="n">cluster</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">cluster_method</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">data</span><span class="p">,</span> <span class="n">mvfts</span><span class="o">=</span><span class="bp">self</span><span class="p">,</span> <span class="n">neighbors</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">knn</span><span class="p">,</span> <span class="o">**</span><span class="bp">self</span><span class="o">.</span><span class="n">cluster_params</span><span class="p">)</span>
|
||||
|
||||
<span class="bp">self</span><span class="o">.</span><span class="n">model</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">fts_method</span><span class="p">(</span><span class="n">partitioner</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">cluster</span><span class="p">,</span> <span class="o">**</span><span class="bp">self</span><span class="o">.</span><span class="n">fts_params</span><span class="p">)</span>
|
||||
<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">is_high_order</span><span class="p">:</span>
|
||||
<span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">order</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">model</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">fts_method</span><span class="p">(</span><span class="n">partitioner</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">cluster</span><span class="p">,</span>
|
||||
<span class="n">order</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">order</span><span class="p">,</span> <span class="o">**</span><span class="bp">self</span><span class="o">.</span><span class="n">fts_params</span><span class="p">)</span>
|
||||
<span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">order</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">order</span>
|
||||
|
||||
<span class="n">ndata</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">fuzzyfy</span><span class="p">(</span><span class="n">data</span><span class="p">)</span>
|
||||
<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">pre_fuzzyfy</span><span class="p">:</span>
|
||||
<span class="n">ndata</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">fuzzyfy</span><span class="p">(</span><span class="n">data</span><span class="p">)</span>
|
||||
<span class="k">else</span><span class="p">:</span>
|
||||
<span class="n">ndata</span> <span class="o">=</span> <span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">format_data</span><span class="p">(</span><span class="n">k</span><span class="p">)</span> <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">data</span><span class="o">.</span><span class="n">to_dict</span><span class="p">(</span><span class="s1">'records'</span><span class="p">)]</span>
|
||||
|
||||
<span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">train</span><span class="p">(</span><span class="n">ndata</span><span class="p">,</span> <span class="n">fuzzyfied</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span></div>
|
||||
<span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">train</span><span class="p">(</span><span class="n">ndata</span><span class="p">,</span> <span class="n">fuzzyfied</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">pre_fuzzyfy</span><span class="p">)</span>
|
||||
|
||||
<span class="bp">self</span><span class="o">.</span><span class="n">cluster</span><span class="o">.</span><span class="n">prune</span><span class="p">()</span></div>
|
||||
|
||||
<div class="viewcode-block" id="ClusteredMVFTS.forecast"><a class="viewcode-back" href="../../../../pyFTS.models.multivariate.html#pyFTS.models.multivariate.cmvfts.ClusteredMVFTS.forecast">[docs]</a> <span class="k">def</span> <span class="nf">forecast</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">ndata</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
|
||||
|
||||
<span class="n">ndata</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">fuzzyfy</span><span class="p">(</span><span class="n">ndata</span><span class="p">)</span>
|
||||
<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">pre_fuzzyfy</span><span class="p">:</span>
|
||||
<span class="n">ndata</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">fuzzyfy</span><span class="p">(</span><span class="n">ndata</span><span class="p">)</span>
|
||||
<span class="k">else</span><span class="p">:</span>
|
||||
<span class="n">ndata</span> <span class="o">=</span> <span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">format_data</span><span class="p">(</span><span class="n">k</span><span class="p">)</span> <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">ndata</span><span class="o">.</span><span class="n">to_dict</span><span class="p">(</span><span class="s1">'records'</span><span class="p">)]</span>
|
||||
|
||||
<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">forecast</span><span class="p">(</span><span class="n">ndata</span><span class="p">,</span> <span class="n">fuzzyfied</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span></div>
|
||||
<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">forecast</span><span class="p">(</span><span class="n">ndata</span><span class="p">,</span> <span class="n">fuzzyfied</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">pre_fuzzyfy</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span></div>
|
||||
|
||||
<span class="k">def</span> <span class="nf">__str__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
|
||||
<span class="sd">"""String representation of the model"""</span>
|
||||
|
||||
<span class="n">tmp</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">shortname</span> <span class="o">+</span> <span class="s2">":</span><span class="se">\n</span><span class="s2">"</span>
|
||||
<span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">flrgs</span><span class="p">:</span>
|
||||
<span class="n">tmp</span> <span class="o">=</span> <span class="n">tmp</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">flrgs</span><span class="p">[</span><span class="n">r</span><span class="p">])</span> <span class="o">+</span> <span class="s2">"</span><span class="se">\n</span><span class="s2">"</span>
|
||||
<span class="k">return</span> <span class="n">tmp</span>
|
||||
<span class="k">return</span> <span class="nb">str</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="p">)</span>
|
||||
|
||||
<span class="k">def</span> <span class="nf">__len__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
|
||||
<span class="sd">"""</span>
|
||||
@ -171,7 +175,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../../index.html" >Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
|
@ -17,7 +17,7 @@
|
||||
var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
|
||||
})();
|
||||
</script>
|
||||
<title>pyFTS.models.multivariate.common — pyFTS 1.2.3 documentation</title>
|
||||
<title>pyFTS.models.multivariate.common — pyFTS 1.4 documentation</title>
|
||||
<link rel="stylesheet" href="../../../../_static/bizstyle.css" type="text/css" />
|
||||
<link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
|
||||
<script type="text/javascript" src="../../../../_static/documentation_options.js"></script>
|
||||
@ -42,7 +42,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../../index.html" accesskey="U">Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
@ -116,11 +116,16 @@
|
||||
<span class="k">return</span> <span class="p">[(</span><span class="n">var</span><span class="o">.</span><span class="n">name</span><span class="p">,</span> <span class="n">fs</span><span class="p">)</span> <span class="k">for</span> <span class="n">fs</span> <span class="ow">in</span> <span class="n">fsets</span><span class="p">]</span></div>
|
||||
|
||||
|
||||
<div class="viewcode-block" id="fuzzyfy_instance_clustered"><a class="viewcode-back" href="../../../../pyFTS.models.multivariate.html#pyFTS.models.multivariate.common.fuzzyfy_instance_clustered">[docs]</a><span class="k">def</span> <span class="nf">fuzzyfy_instance_clustered</span><span class="p">(</span><span class="n">data_point</span><span class="p">,</span> <span class="n">cluster</span><span class="p">,</span> <span class="n">alpha_cut</span><span class="o">=</span><span class="mf">0.0</span><span class="p">):</span>
|
||||
<div class="viewcode-block" id="fuzzyfy_instance_clustered"><a class="viewcode-back" href="../../../../pyFTS.models.multivariate.html#pyFTS.models.multivariate.common.fuzzyfy_instance_clustered">[docs]</a><span class="k">def</span> <span class="nf">fuzzyfy_instance_clustered</span><span class="p">(</span><span class="n">data_point</span><span class="p">,</span> <span class="n">cluster</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
|
||||
<span class="n">alpha_cut</span> <span class="o">=</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">'alpha_cut'</span><span class="p">,</span> <span class="mf">0.0</span><span class="p">)</span>
|
||||
<span class="n">mode</span> <span class="o">=</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">'mode'</span><span class="p">,</span> <span class="s1">'sets'</span><span class="p">)</span>
|
||||
<span class="n">fsets</span> <span class="o">=</span> <span class="p">[]</span>
|
||||
<span class="k">for</span> <span class="n">fset</span> <span class="ow">in</span> <span class="n">cluster</span><span class="o">.</span><span class="n">knn</span><span class="p">(</span><span class="n">data_point</span><span class="p">):</span>
|
||||
<span class="k">if</span> <span class="n">cluster</span><span class="o">.</span><span class="n">sets</span><span class="p">[</span><span class="n">fset</span><span class="p">]</span><span class="o">.</span><span class="n">membership</span><span class="p">(</span><span class="n">data_point</span><span class="p">)</span> <span class="o">></span> <span class="n">alpha_cut</span><span class="p">:</span>
|
||||
<span class="n">fsets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">fset</span><span class="p">)</span>
|
||||
<span class="k">if</span> <span class="n">mode</span> <span class="o">==</span> <span class="s1">'sets'</span><span class="p">:</span>
|
||||
<span class="n">fsets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">fset</span><span class="p">)</span>
|
||||
<span class="k">elif</span> <span class="n">mode</span> <span class="o">==</span><span class="s1">'both'</span><span class="p">:</span>
|
||||
<span class="n">fsets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span> <span class="p">(</span><span class="n">fset</span><span class="p">,</span> <span class="n">cluster</span><span class="o">.</span><span class="n">sets</span><span class="p">[</span><span class="n">fset</span><span class="p">]</span><span class="o">.</span><span class="n">membership</span><span class="p">(</span><span class="n">data_point</span><span class="p">))</span> <span class="p">)</span>
|
||||
<span class="k">return</span> <span class="n">fsets</span></div>
|
||||
|
||||
|
||||
@ -141,7 +146,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../../index.html" >Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
|
@ -17,7 +17,7 @@
|
||||
var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
|
||||
})();
|
||||
</script>
|
||||
<title>pyFTS.models.multivariate.flrg — pyFTS 1.2.3 documentation</title>
|
||||
<title>pyFTS.models.multivariate.flrg — pyFTS 1.4 documentation</title>
|
||||
<link rel="stylesheet" href="../../../../_static/bizstyle.css" type="text/css" />
|
||||
<link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
|
||||
<script type="text/javascript" src="../../../../_static/documentation_options.js"></script>
|
||||
@ -42,7 +42,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../../index.html" accesskey="U">Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
@ -131,7 +131,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../../index.html" >Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
|
@ -17,7 +17,7 @@
|
||||
var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
|
||||
})();
|
||||
</script>
|
||||
<title>pyFTS.models.multivariate.mvfts — pyFTS 1.2.3 documentation</title>
|
||||
<title>pyFTS.models.multivariate.mvfts — pyFTS 1.4 documentation</title>
|
||||
<link rel="stylesheet" href="../../../../_static/bizstyle.css" type="text/css" />
|
||||
<link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
|
||||
<script type="text/javascript" src="../../../../_static/documentation_options.js"></script>
|
||||
@ -42,7 +42,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../../index.html" accesskey="U">Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
@ -105,14 +105,19 @@
|
||||
<div class="viewcode-block" id="MVFTS.format_data"><a class="viewcode-back" href="../../../../pyFTS.models.multivariate.html#pyFTS.models.multivariate.mvfts.MVFTS.format_data">[docs]</a> <span class="k">def</span> <span class="nf">format_data</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">data</span><span class="p">):</span>
|
||||
<span class="n">ndata</span> <span class="o">=</span> <span class="p">{}</span>
|
||||
<span class="k">for</span> <span class="n">var</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">explanatory_variables</span><span class="p">:</span>
|
||||
<span class="n">ndata</span><span class="p">[</span><span class="n">var</span><span class="o">.</span><span class="n">name</span><span class="p">]</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="n">var</span><span class="o">.</span><span class="n">data_label</span><span class="p">]</span>
|
||||
<span class="c1">#ndata[var.name] = data[var.data_label]</span>
|
||||
<span class="n">ndata</span><span class="p">[</span><span class="n">var</span><span class="o">.</span><span class="n">name</span><span class="p">]</span> <span class="o">=</span> <span class="n">var</span><span class="o">.</span><span class="n">partitioner</span><span class="o">.</span><span class="n">extractor</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">var</span><span class="o">.</span><span class="n">data_label</span><span class="p">])</span>
|
||||
|
||||
<span class="k">return</span> <span class="n">ndata</span></div>
|
||||
|
||||
<div class="viewcode-block" id="MVFTS.apply_transformations"><a class="viewcode-back" href="../../../../pyFTS.models.multivariate.html#pyFTS.models.multivariate.mvfts.MVFTS.apply_transformations">[docs]</a> <span class="k">def</span> <span class="nf">apply_transformations</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">data</span><span class="p">,</span> <span class="n">params</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">updateUoD</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
|
||||
<span class="n">ndata</span> <span class="o">=</span> <span class="n">data</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span><span class="n">deep</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
|
||||
<span class="k">for</span> <span class="n">var</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">explanatory_variables</span><span class="p">:</span>
|
||||
<span class="n">ndata</span><span class="p">[</span><span class="n">var</span><span class="o">.</span><span class="n">data_label</span><span class="p">]</span> <span class="o">=</span> <span class="n">var</span><span class="o">.</span><span class="n">apply_transformations</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">var</span><span class="o">.</span><span class="n">data_label</span><span class="p">]</span><span class="o">.</span><span class="n">values</span><span class="p">)</span>
|
||||
<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">uod_clip</span> <span class="ow">and</span> <span class="n">var</span><span class="o">.</span><span class="n">partitioner</span><span class="o">.</span><span class="n">type</span> <span class="o">==</span> <span class="s1">'common'</span><span class="p">:</span>
|
||||
<span class="n">ndata</span><span class="p">[</span><span class="n">var</span><span class="o">.</span><span class="n">data_label</span><span class="p">]</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">clip</span><span class="p">(</span><span class="n">ndata</span><span class="p">[</span><span class="n">var</span><span class="o">.</span><span class="n">data_label</span><span class="p">]</span><span class="o">.</span><span class="n">values</span><span class="p">,</span>
|
||||
<span class="n">var</span><span class="o">.</span><span class="n">partitioner</span><span class="o">.</span><span class="n">min</span><span class="p">,</span> <span class="n">var</span><span class="o">.</span><span class="n">partitioner</span><span class="o">.</span><span class="n">max</span><span class="p">)</span>
|
||||
|
||||
<span class="n">ndata</span><span class="p">[</span><span class="n">var</span><span class="o">.</span><span class="n">data_label</span><span class="p">]</span> <span class="o">=</span> <span class="n">var</span><span class="o">.</span><span class="n">apply_transformations</span><span class="p">(</span><span class="n">ndata</span><span class="p">[</span><span class="n">var</span><span class="o">.</span><span class="n">data_label</span><span class="p">]</span><span class="o">.</span><span class="n">values</span><span class="p">)</span>
|
||||
|
||||
<span class="k">return</span> <span class="n">ndata</span></div>
|
||||
|
||||
@ -179,9 +184,8 @@
|
||||
<div class="viewcode-block" id="MVFTS.forecast"><a class="viewcode-back" href="../../../../pyFTS.models.multivariate.html#pyFTS.models.multivariate.mvfts.MVFTS.forecast">[docs]</a> <span class="k">def</span> <span class="nf">forecast</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">data</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
|
||||
<span class="n">ret</span> <span class="o">=</span> <span class="p">[]</span>
|
||||
<span class="n">ndata</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">apply_transformations</span><span class="p">(</span><span class="n">data</span><span class="p">)</span>
|
||||
<span class="k">for</span> <span class="n">ix</span> <span class="ow">in</span> <span class="n">ndata</span><span class="o">.</span><span class="n">index</span><span class="p">:</span>
|
||||
<span class="n">data_point</span> <span class="o">=</span> <span class="n">ndata</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">ix</span><span class="p">]</span>
|
||||
<span class="n">flrs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">generate_lhs_flrs</span><span class="p">(</span><span class="n">data_point</span><span class="p">)</span>
|
||||
<span class="k">for</span> <span class="n">index</span><span class="p">,</span> <span class="n">row</span> <span class="ow">in</span> <span class="n">ndata</span><span class="o">.</span><span class="n">iterrows</span><span class="p">():</span>
|
||||
<span class="n">flrs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">generate_lhs_flrs</span><span class="p">(</span><span class="n">row</span><span class="p">)</span>
|
||||
<span class="n">mvs</span> <span class="o">=</span> <span class="p">[]</span>
|
||||
<span class="n">mps</span> <span class="o">=</span> <span class="p">[]</span>
|
||||
<span class="k">for</span> <span class="n">flr</span> <span class="ow">in</span> <span class="n">flrs</span><span class="p">:</span>
|
||||
@ -190,7 +194,7 @@
|
||||
<span class="n">mvs</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="mf">0.</span><span class="p">)</span>
|
||||
<span class="n">mps</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="mf">0.</span><span class="p">)</span>
|
||||
<span class="k">else</span><span class="p">:</span>
|
||||
<span class="n">mvs</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">flrgs</span><span class="p">[</span><span class="n">flrg</span><span class="o">.</span><span class="n">get_key</span><span class="p">()]</span><span class="o">.</span><span class="n">get_membership</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">format_data</span><span class="p">(</span><span class="n">data_point</span><span class="p">),</span> <span class="bp">self</span><span class="o">.</span><span class="n">explanatory_variables</span><span class="p">))</span>
|
||||
<span class="n">mvs</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">flrgs</span><span class="p">[</span><span class="n">flrg</span><span class="o">.</span><span class="n">get_key</span><span class="p">()]</span><span class="o">.</span><span class="n">get_membership</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">format_data</span><span class="p">(</span><span class="n">row</span><span class="p">),</span> <span class="bp">self</span><span class="o">.</span><span class="n">explanatory_variables</span><span class="p">))</span>
|
||||
<span class="n">mps</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">flrgs</span><span class="p">[</span><span class="n">flrg</span><span class="o">.</span><span class="n">get_key</span><span class="p">()]</span><span class="o">.</span><span class="n">get_midpoint</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">target_variable</span><span class="o">.</span><span class="n">partitioner</span><span class="o">.</span><span class="n">sets</span><span class="p">))</span>
|
||||
|
||||
<span class="n">mv</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">mvs</span><span class="p">)</span>
|
||||
@ -204,7 +208,6 @@
|
||||
|
||||
<div class="viewcode-block" id="MVFTS.forecast_ahead"><a class="viewcode-back" href="../../../../pyFTS.models.multivariate.html#pyFTS.models.multivariate.mvfts.MVFTS.forecast_ahead">[docs]</a> <span class="k">def</span> <span class="nf">forecast_ahead</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">data</span><span class="p">,</span> <span class="n">steps</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
|
||||
<span class="n">generators</span> <span class="o">=</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">'generators'</span><span class="p">,</span><span class="kc">None</span><span class="p">)</span>
|
||||
<span class="n">start</span> <span class="o">=</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">'start'</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
|
||||
|
||||
<span class="k">if</span> <span class="n">generators</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
|
||||
<span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s1">'You must provide parameter </span><span class="se">\'</span><span class="s1">generators</span><span class="se">\'</span><span class="s1">! generators is a dict where the keys'</span> <span class="o">+</span>
|
||||
@ -270,7 +273,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../../index.html" >Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
|
@ -17,7 +17,7 @@
|
||||
var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
|
||||
})();
|
||||
</script>
|
||||
<title>pyFTS.models.multivariate.variable — pyFTS 1.2.3 documentation</title>
|
||||
<title>pyFTS.models.multivariate.variable — pyFTS 1.4 documentation</title>
|
||||
<link rel="stylesheet" href="../../../../_static/bizstyle.css" type="text/css" />
|
||||
<link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
|
||||
<script type="text/javascript" src="../../../../_static/documentation_options.js"></script>
|
||||
@ -42,7 +42,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../../index.html" accesskey="U">Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
@ -161,7 +161,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../../index.html" >Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
|
@ -17,7 +17,7 @@
|
||||
var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
|
||||
})();
|
||||
</script>
|
||||
<title>pyFTS.models.multivariate.wmvfts — pyFTS 1.2.3 documentation</title>
|
||||
<title>pyFTS.models.multivariate.wmvfts — pyFTS 1.4 documentation</title>
|
||||
<link rel="stylesheet" href="../../../../_static/bizstyle.css" type="text/css" />
|
||||
<link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
|
||||
<script type="text/javascript" src="../../../../_static/documentation_options.js"></script>
|
||||
@ -42,7 +42,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../../index.html" accesskey="U">Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
@ -156,7 +156,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../../index.html" >Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
|
@ -17,7 +17,7 @@
|
||||
var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
|
||||
})();
|
||||
</script>
|
||||
<title>pyFTS.models.nonstationary.common — pyFTS 1.2.3 documentation</title>
|
||||
<title>pyFTS.models.nonstationary.common — pyFTS 1.4 documentation</title>
|
||||
<link rel="stylesheet" href="../../../../_static/bizstyle.css" type="text/css" />
|
||||
<link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
|
||||
<script type="text/javascript" src="../../../../_static/documentation_options.js"></script>
|
||||
@ -42,7 +42,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../../index.html" accesskey="U">Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
@ -331,7 +331,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../../index.html" >Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
|
@ -17,7 +17,7 @@
|
||||
var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
|
||||
})();
|
||||
</script>
|
||||
<title>pyFTS.models.nonstationary.cvfts — pyFTS 1.2.3 documentation</title>
|
||||
<title>pyFTS.models.nonstationary.cvfts — pyFTS 1.4 documentation</title>
|
||||
<link rel="stylesheet" href="../../../../_static/bizstyle.css" type="text/css" />
|
||||
<link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
|
||||
<script type="text/javascript" src="../../../../_static/documentation_options.js"></script>
|
||||
@ -42,7 +42,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../../index.html" accesskey="U">Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
@ -359,7 +359,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../../index.html" >Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
|
@ -17,7 +17,7 @@
|
||||
var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
|
||||
})();
|
||||
</script>
|
||||
<title>pyFTS.models.nonstationary.flrg — pyFTS 1.2.3 documentation</title>
|
||||
<title>pyFTS.models.nonstationary.flrg — pyFTS 1.4 documentation</title>
|
||||
<link rel="stylesheet" href="../../../../_static/bizstyle.css" type="text/css" />
|
||||
<link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
|
||||
<script type="text/javascript" src="../../../../_static/documentation_options.js"></script>
|
||||
@ -42,7 +42,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../../index.html" accesskey="U">Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
@ -162,7 +162,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../../index.html" >Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
|
@ -17,7 +17,7 @@
|
||||
var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
|
||||
})();
|
||||
</script>
|
||||
<title>pyFTS.models.nonstationary.honsfts — pyFTS 1.2.3 documentation</title>
|
||||
<title>pyFTS.models.nonstationary.honsfts — pyFTS 1.4 documentation</title>
|
||||
<link rel="stylesheet" href="../../../../_static/bizstyle.css" type="text/css" />
|
||||
<link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
|
||||
<script type="text/javascript" src="../../../../_static/documentation_options.js"></script>
|
||||
@ -42,7 +42,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../../index.html" accesskey="U">Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
@ -337,7 +337,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../../index.html" >Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
|
@ -17,7 +17,7 @@
|
||||
var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
|
||||
})();
|
||||
</script>
|
||||
<title>pyFTS.models.nonstationary.nsfts — pyFTS 1.2.3 documentation</title>
|
||||
<title>pyFTS.models.nonstationary.nsfts — pyFTS 1.4 documentation</title>
|
||||
<link rel="stylesheet" href="../../../../_static/bizstyle.css" type="text/css" />
|
||||
<link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
|
||||
<script type="text/javascript" src="../../../../_static/documentation_options.js"></script>
|
||||
@ -42,7 +42,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../../index.html" accesskey="U">Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
@ -362,7 +362,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../../index.html" >Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
|
@ -17,7 +17,7 @@
|
||||
var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
|
||||
})();
|
||||
</script>
|
||||
<title>pyFTS.models.nonstationary.partitioners — pyFTS 1.2.3 documentation</title>
|
||||
<title>pyFTS.models.nonstationary.partitioners — pyFTS 1.4 documentation</title>
|
||||
<link rel="stylesheet" href="../../../../_static/bizstyle.css" type="text/css" />
|
||||
<link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
|
||||
<script type="text/javascript" src="../../../../_static/documentation_options.js"></script>
|
||||
@ -42,7 +42,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../../index.html" accesskey="U">Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
@ -237,7 +237,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../../index.html" >Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
|
@ -17,7 +17,7 @@
|
||||
var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
|
||||
})();
|
||||
</script>
|
||||
<title>pyFTS.models.nonstationary.perturbation — pyFTS 1.2.3 documentation</title>
|
||||
<title>pyFTS.models.nonstationary.perturbation — pyFTS 1.4 documentation</title>
|
||||
<link rel="stylesheet" href="../../../../_static/bizstyle.css" type="text/css" />
|
||||
<link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
|
||||
<script type="text/javascript" src="../../../../_static/documentation_options.js"></script>
|
||||
@ -42,7 +42,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../../index.html" accesskey="U">Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
@ -111,7 +111,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../../index.html" >Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
|
@ -17,7 +17,7 @@
|
||||
var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
|
||||
})();
|
||||
</script>
|
||||
<title>pyFTS.models.nonstationary.util — pyFTS 1.2.3 documentation</title>
|
||||
<title>pyFTS.models.nonstationary.util — pyFTS 1.4 documentation</title>
|
||||
<link rel="stylesheet" href="../../../../_static/bizstyle.css" type="text/css" />
|
||||
<link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
|
||||
<script type="text/javascript" src="../../../../_static/documentation_options.js"></script>
|
||||
@ -42,7 +42,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../../index.html" accesskey="U">Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
@ -182,7 +182,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../../index.html" >Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
|
61
docs/build/html/_modules/pyFTS/models/pwfts.html
vendored
61
docs/build/html/_modules/pyFTS/models/pwfts.html
vendored
@ -17,7 +17,7 @@
|
||||
var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
|
||||
})();
|
||||
</script>
|
||||
<title>pyFTS.models.pwfts — pyFTS 1.2.3 documentation</title>
|
||||
<title>pyFTS.models.pwfts — pyFTS 1.4 documentation</title>
|
||||
<link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
|
||||
<link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
|
||||
<script type="text/javascript" src="../../../_static/documentation_options.js"></script>
|
||||
@ -42,7 +42,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
@ -79,9 +79,10 @@
|
||||
<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
|
||||
<span class="kn">import</span> <span class="nn">math</span>
|
||||
<span class="kn">from</span> <span class="nn">operator</span> <span class="k">import</span> <span class="n">itemgetter</span>
|
||||
<span class="kn">from</span> <span class="nn">pyFTS.common</span> <span class="k">import</span> <span class="n">FLR</span><span class="p">,</span> <span class="n">FuzzySet</span><span class="p">,</span> <span class="n">tree</span>
|
||||
<span class="kn">from</span> <span class="nn">pyFTS.common</span> <span class="k">import</span> <span class="n">FLR</span><span class="p">,</span> <span class="n">FuzzySet</span>
|
||||
<span class="kn">from</span> <span class="nn">pyFTS.models</span> <span class="k">import</span> <span class="n">hofts</span><span class="p">,</span> <span class="n">ifts</span>
|
||||
<span class="kn">from</span> <span class="nn">pyFTS.probabilistic</span> <span class="k">import</span> <span class="n">ProbabilityDistribution</span>
|
||||
<span class="kn">from</span> <span class="nn">itertools</span> <span class="k">import</span> <span class="n">product</span>
|
||||
|
||||
|
||||
<div class="viewcode-block" id="ProbabilisticWeightedFLRG"><a class="viewcode-back" href="../../../pyFTS.models.html#pyFTS.models.pwfts.ProbabilisticWeightedFLRG">[docs]</a><span class="k">class</span> <span class="nc">ProbabilisticWeightedFLRG</span><span class="p">(</span><span class="n">hofts</span><span class="o">.</span><span class="n">HighOrderFLRG</span><span class="p">):</span>
|
||||
@ -190,33 +191,33 @@
|
||||
<span class="n">parameters</span> <span class="o">=</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">'parameters'</span><span class="p">,</span><span class="s1">'fuzzy'</span><span class="p">)</span>
|
||||
|
||||
<span class="k">if</span> <span class="n">parameters</span> <span class="o">==</span> <span class="s1">'monotonic'</span><span class="p">:</span>
|
||||
<span class="n">tmpdata</span> <span class="o">=</span> <span class="n">FuzzySet</span><span class="o">.</span><span class="n">fuzzyfy_series_old</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">sets</span><span class="p">)</span>
|
||||
<span class="n">tmpdata</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">partitioner</span><span class="o">.</span><span class="n">fuzzyfy</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">mode</span><span class="o">=</span><span class="s1">'sets'</span><span class="p">,</span> <span class="n">method</span><span class="o">=</span><span class="s1">'maximum'</span><span class="p">)</span>
|
||||
<span class="n">flrs</span> <span class="o">=</span> <span class="n">FLR</span><span class="o">.</span><span class="n">generate_recurrent_flrs</span><span class="p">(</span><span class="n">tmpdata</span><span class="p">)</span>
|
||||
<span class="bp">self</span><span class="o">.</span><span class="n">generateFLRG</span><span class="p">(</span><span class="n">flrs</span><span class="p">)</span>
|
||||
<span class="bp">self</span><span class="o">.</span><span class="n">generate_flrg</span><span class="p">(</span><span class="n">flrs</span><span class="p">)</span>
|
||||
<span class="k">else</span><span class="p">:</span>
|
||||
<span class="bp">self</span><span class="o">.</span><span class="n">generate_flrg</span><span class="p">(</span><span class="n">data</span><span class="p">)</span></div>
|
||||
|
||||
<div class="viewcode-block" id="ProbabilisticWeightedFTS.generate_lhs_flrg"><a class="viewcode-back" href="../../../pyFTS.models.html#pyFTS.models.pwfts.ProbabilisticWeightedFTS.generate_lhs_flrg">[docs]</a> <span class="k">def</span> <span class="nf">generate_lhs_flrg</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">sample</span><span class="p">,</span> <span class="n">explain</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
|
||||
<span class="n">lags</span> <span class="o">=</span> <span class="p">{}</span>
|
||||
<span class="n">nsample</span> <span class="o">=</span> <span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">partitioner</span><span class="o">.</span><span class="n">fuzzyfy</span><span class="p">(</span><span class="n">k</span><span class="p">,</span> <span class="n">mode</span><span class="o">=</span><span class="s2">"sets"</span><span class="p">,</span> <span class="n">alpha_cut</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">alpha_cut</span><span class="p">)</span>
|
||||
<span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">sample</span><span class="p">]</span>
|
||||
|
||||
<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">generate_lhs_flrg_fuzzyfied</span><span class="p">(</span><span class="n">nsample</span><span class="p">,</span> <span class="n">explain</span><span class="p">)</span></div>
|
||||
|
||||
<div class="viewcode-block" id="ProbabilisticWeightedFTS.generate_lhs_flrg_fuzzyfied"><a class="viewcode-back" href="../../../pyFTS.models.html#pyFTS.models.pwfts.ProbabilisticWeightedFTS.generate_lhs_flrg_fuzzyfied">[docs]</a> <span class="k">def</span> <span class="nf">generate_lhs_flrg_fuzzyfied</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">sample</span><span class="p">,</span> <span class="n">explain</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
|
||||
<span class="n">lags</span> <span class="o">=</span> <span class="p">[]</span>
|
||||
|
||||
<span class="n">flrgs</span> <span class="o">=</span> <span class="p">[]</span>
|
||||
|
||||
<span class="k">for</span> <span class="n">ct</span><span class="p">,</span> <span class="n">o</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">lags</span><span class="p">):</span>
|
||||
<span class="n">lhs</span> <span class="o">=</span> <span class="n">FuzzySet</span><span class="o">.</span><span class="n">fuzzyfy</span><span class="p">(</span><span class="n">sample</span><span class="p">[</span><span class="n">o</span> <span class="o">-</span> <span class="mi">1</span><span class="p">],</span> <span class="n">partitioner</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">partitioner</span><span class="p">,</span> <span class="n">mode</span><span class="o">=</span><span class="s2">"sets"</span><span class="p">,</span> <span class="n">alpha_cut</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">alpha_cut</span><span class="p">)</span>
|
||||
|
||||
<span class="n">lags</span><span class="p">[</span><span class="n">ct</span><span class="p">]</span> <span class="o">=</span> <span class="n">lhs</span>
|
||||
<span class="n">lhs</span> <span class="o">=</span> <span class="n">sample</span><span class="p">[</span><span class="n">o</span> <span class="o">-</span> <span class="mi">1</span><span class="p">]</span>
|
||||
<span class="n">lags</span><span class="o">.</span><span class="n">append</span><span class="p">(</span> <span class="n">lhs</span> <span class="p">)</span>
|
||||
|
||||
<span class="k">if</span> <span class="n">explain</span><span class="p">:</span>
|
||||
<span class="nb">print</span><span class="p">(</span><span class="s2">"</span><span class="se">\t</span><span class="s2"> (Lag </span><span class="si">{}</span><span class="s2">) </span><span class="si">{}</span><span class="s2"> -> </span><span class="si">{}</span><span class="s2"> </span><span class="se">\n</span><span class="s2">"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">o</span><span class="p">,</span> <span class="n">sample</span><span class="p">[</span><span class="n">o</span><span class="o">-</span><span class="mi">1</span><span class="p">],</span> <span class="n">lhs</span><span class="p">))</span>
|
||||
|
||||
<span class="n">root</span> <span class="o">=</span> <span class="n">tree</span><span class="o">.</span><span class="n">FLRGTreeNode</span><span class="p">(</span><span class="kc">None</span><span class="p">)</span>
|
||||
|
||||
<span class="n">tree</span><span class="o">.</span><span class="n">build_tree_without_order</span><span class="p">(</span><span class="n">root</span><span class="p">,</span> <span class="n">lags</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
|
||||
|
||||
<span class="c1"># Trace the possible paths</span>
|
||||
<span class="k">for</span> <span class="n">p</span> <span class="ow">in</span> <span class="n">root</span><span class="o">.</span><span class="n">paths</span><span class="p">():</span>
|
||||
<span class="k">for</span> <span class="n">path</span> <span class="ow">in</span> <span class="n">product</span><span class="p">(</span><span class="o">*</span><span class="n">lags</span><span class="p">):</span>
|
||||
<span class="n">flrg</span> <span class="o">=</span> <span class="n">ProbabilisticWeightedFLRG</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">order</span><span class="p">)</span>
|
||||
<span class="n">path</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">reversed</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="nb">filter</span><span class="p">(</span><span class="kc">None</span><span class="o">.</span><span class="fm">__ne__</span><span class="p">,</span> <span class="n">p</span><span class="p">))))</span>
|
||||
|
||||
<span class="k">for</span> <span class="n">lhs</span> <span class="ow">in</span> <span class="n">path</span><span class="p">:</span>
|
||||
<span class="n">flrg</span><span class="o">.</span><span class="n">append_lhs</span><span class="p">(</span><span class="n">lhs</span><span class="p">)</span>
|
||||
@ -236,14 +237,13 @@
|
||||
|
||||
<span class="k">for</span> <span class="n">flrg</span> <span class="ow">in</span> <span class="n">flrgs</span><span class="p">:</span>
|
||||
|
||||
<span class="n">lhs_mv</span> <span class="o">=</span> <span class="n">flrg</span><span class="o">.</span><span class="n">get_membership</span><span class="p">(</span><span class="n">sample</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">sets</span><span class="p">)</span>
|
||||
<span class="n">lhs_mv</span> <span class="o">=</span> <span class="n">flrg</span><span class="o">.</span><span class="n">get_membership</span><span class="p">(</span><span class="n">sample</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">partitioner</span><span class="o">.</span><span class="n">sets</span><span class="p">)</span>
|
||||
|
||||
<span class="k">if</span> <span class="n">flrg</span><span class="o">.</span><span class="n">get_key</span><span class="p">()</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">flrgs</span><span class="p">:</span>
|
||||
<span class="bp">self</span><span class="o">.</span><span class="n">flrgs</span><span class="p">[</span><span class="n">flrg</span><span class="o">.</span><span class="n">get_key</span><span class="p">()]</span> <span class="o">=</span> <span class="n">flrg</span><span class="p">;</span>
|
||||
|
||||
<span class="n">fuzzyfied</span> <span class="o">=</span> <span class="p">[(</span><span class="n">s</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">sets</span><span class="p">[</span><span class="n">s</span><span class="p">]</span><span class="o">.</span><span class="n">membership</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">k</span><span class="p">]))</span>
|
||||
<span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sets</span><span class="o">.</span><span class="n">keys</span><span class="p">()</span>
|
||||
<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">sets</span><span class="p">[</span><span class="n">s</span><span class="p">]</span><span class="o">.</span><span class="n">membership</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">k</span><span class="p">])</span> <span class="o">></span> <span class="bp">self</span><span class="o">.</span><span class="n">alpha_cut</span><span class="p">]</span>
|
||||
<span class="n">fuzzyfied</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">partitioner</span><span class="o">.</span><span class="n">fuzzyfy</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">k</span><span class="p">],</span> <span class="n">mode</span><span class="o">=</span><span class="s1">'both'</span><span class="p">,</span> <span class="n">method</span><span class="o">=</span><span class="s1">'fuzzy'</span><span class="p">,</span>
|
||||
<span class="n">alpha_cut</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">alpha_cut</span><span class="p">)</span>
|
||||
|
||||
<span class="n">mvs</span> <span class="o">=</span> <span class="p">[]</span>
|
||||
<span class="k">for</span> <span class="nb">set</span><span class="p">,</span> <span class="n">mv</span> <span class="ow">in</span> <span class="n">fuzzyfied</span><span class="p">:</span>
|
||||
@ -575,28 +575,23 @@
|
||||
<span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">max_lag</span><span class="o">+</span><span class="mi">1</span><span class="p">,</span> <span class="n">steps</span><span class="o">+</span><span class="bp">self</span><span class="o">.</span><span class="n">max_lag</span><span class="o">+</span><span class="mi">1</span><span class="p">):</span>
|
||||
<span class="n">dist</span> <span class="o">=</span> <span class="n">ProbabilityDistribution</span><span class="o">.</span><span class="n">ProbabilityDistribution</span><span class="p">(</span><span class="n">smooth</span><span class="p">,</span> <span class="n">uod</span><span class="o">=</span><span class="n">uod</span><span class="p">,</span> <span class="n">bins</span><span class="o">=</span><span class="n">_bins</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
|
||||
|
||||
<span class="n">lags</span> <span class="o">=</span> <span class="p">{}</span>
|
||||
<span class="n">lags</span> <span class="o">=</span> <span class="p">[]</span>
|
||||
|
||||
<span class="c1"># Find all bins of past distributions with probability greater than zero</span>
|
||||
|
||||
<span class="k">for</span> <span class="n">ct</span><span class="p">,</span> <span class="n">d</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">lags</span><span class="p">):</span>
|
||||
<span class="n">dd</span> <span class="o">=</span> <span class="n">ret</span><span class="p">[</span><span class="n">k</span> <span class="o">-</span> <span class="n">d</span><span class="p">]</span>
|
||||
<span class="n">vals</span> <span class="o">=</span> <span class="p">[</span><span class="nb">float</span><span class="p">(</span><span class="n">v</span><span class="p">)</span> <span class="k">for</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">dd</span><span class="o">.</span><span class="n">bins</span> <span class="k">if</span> <span class="nb">round</span><span class="p">(</span><span class="n">dd</span><span class="o">.</span><span class="n">density</span><span class="p">(</span><span class="n">v</span><span class="p">),</span> <span class="mi">4</span><span class="p">)</span> <span class="o">></span> <span class="mi">0</span><span class="p">]</span>
|
||||
<span class="n">lags</span><span class="p">[</span><span class="n">ct</span><span class="p">]</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">vals</span><span class="p">)</span>
|
||||
<span class="k">for</span> <span class="n">ct</span><span class="p">,</span> <span class="n">lag</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">lags</span><span class="p">):</span>
|
||||
<span class="n">dd</span> <span class="o">=</span> <span class="n">ret</span><span class="p">[</span><span class="n">k</span> <span class="o">-</span> <span class="n">lag</span><span class="p">]</span>
|
||||
<span class="n">vals</span> <span class="o">=</span> <span class="p">[</span><span class="nb">float</span><span class="p">(</span><span class="n">v</span><span class="p">)</span> <span class="k">for</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">dd</span><span class="o">.</span><span class="n">bins</span> <span class="k">if</span> <span class="n">np</span><span class="o">.</span><span class="n">round</span><span class="p">(</span><span class="n">dd</span><span class="o">.</span><span class="n">density</span><span class="p">(</span><span class="n">v</span><span class="p">),</span> <span class="mi">4</span><span class="p">)</span> <span class="o">></span> <span class="mf">0.0</span><span class="p">]</span>
|
||||
<span class="n">lags</span><span class="o">.</span><span class="n">append</span><span class="p">(</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">vals</span><span class="p">)</span> <span class="p">)</span>
|
||||
|
||||
<span class="n">root</span> <span class="o">=</span> <span class="n">tree</span><span class="o">.</span><span class="n">FLRGTreeNode</span><span class="p">(</span><span class="kc">None</span><span class="p">)</span>
|
||||
|
||||
<span class="n">tree</span><span class="o">.</span><span class="n">build_tree_without_order</span><span class="p">(</span><span class="n">root</span><span class="p">,</span> <span class="n">lags</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
|
||||
|
||||
<span class="c1"># Trace all possible combinations between the bins of past distributions</span>
|
||||
|
||||
<span class="k">for</span> <span class="n">p</span> <span class="ow">in</span> <span class="n">root</span><span class="o">.</span><span class="n">paths</span><span class="p">():</span>
|
||||
<span class="n">path</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">reversed</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="nb">filter</span><span class="p">(</span><span class="kc">None</span><span class="o">.</span><span class="fm">__ne__</span><span class="p">,</span> <span class="n">p</span><span class="p">))))</span>
|
||||
<span class="k">for</span> <span class="n">path</span> <span class="ow">in</span> <span class="n">product</span><span class="p">(</span><span class="o">*</span><span class="n">lags</span><span class="p">):</span>
|
||||
|
||||
<span class="c1"># get the combined probabilities for this path</span>
|
||||
|
||||
<span class="n">pk</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">prod</span><span class="p">([</span><span class="n">ret</span><span class="p">[</span><span class="n">k</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">max_lag</span> <span class="o">+</span> <span class="n">o</span><span class="p">]</span><span class="o">.</span><span class="n">density</span><span class="p">(</span><span class="n">path</span><span class="p">[</span><span class="n">ct</span><span class="p">])</span>
|
||||
<span class="k">for</span> <span class="n">ct</span><span class="p">,</span> <span class="n">o</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">lags</span><span class="p">)])</span>
|
||||
<span class="n">pk</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">prod</span><span class="p">([</span><span class="n">ret</span><span class="p">[</span><span class="n">k</span> <span class="o">-</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">max_lag</span> <span class="o">+</span> <span class="n">lag</span><span class="p">)]</span><span class="o">.</span><span class="n">density</span><span class="p">(</span><span class="n">path</span><span class="p">[</span><span class="n">ct</span><span class="p">])</span>
|
||||
<span class="k">for</span> <span class="n">ct</span><span class="p">,</span> <span class="n">lag</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">lags</span><span class="p">)])</span>
|
||||
|
||||
|
||||
<span class="n">d</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">forecast_distribution</span><span class="p">(</span><span class="n">path</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
|
||||
@ -666,7 +661,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
|
@ -17,7 +17,7 @@
|
||||
var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
|
||||
})();
|
||||
</script>
|
||||
<title>pyFTS.models.sadaei — pyFTS 1.2.3 documentation</title>
|
||||
<title>pyFTS.models.sadaei — pyFTS 1.4 documentation</title>
|
||||
<link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
|
||||
<link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
|
||||
<script type="text/javascript" src="../../../_static/documentation_options.js"></script>
|
||||
@ -42,7 +42,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
@ -203,7 +203,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
|
@ -17,7 +17,7 @@
|
||||
var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
|
||||
})();
|
||||
</script>
|
||||
<title>pyFTS.models.seasonal.SeasonalIndexer — pyFTS 1.2.3 documentation</title>
|
||||
<title>pyFTS.models.seasonal.SeasonalIndexer — pyFTS 1.4 documentation</title>
|
||||
<link rel="stylesheet" href="../../../../_static/bizstyle.css" type="text/css" />
|
||||
<link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
|
||||
<script type="text/javascript" src="../../../../_static/documentation_options.js"></script>
|
||||
@ -42,7 +42,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../../index.html" accesskey="U">Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
@ -290,7 +290,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../../index.html" >Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
|
@ -17,7 +17,7 @@
|
||||
var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
|
||||
})();
|
||||
</script>
|
||||
<title>pyFTS.models.seasonal.cmsfts — pyFTS 1.2.3 documentation</title>
|
||||
<title>pyFTS.models.seasonal.cmsfts — pyFTS 1.4 documentation</title>
|
||||
<link rel="stylesheet" href="../../../../_static/bizstyle.css" type="text/css" />
|
||||
<link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
|
||||
<script type="text/javascript" src="../../../../_static/documentation_options.js"></script>
|
||||
@ -42,7 +42,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../../index.html" accesskey="U">Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
@ -198,7 +198,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../../index.html" >Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
|
@ -17,7 +17,7 @@
|
||||
var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
|
||||
})();
|
||||
</script>
|
||||
<title>pyFTS.models.seasonal.common — pyFTS 1.2.3 documentation</title>
|
||||
<title>pyFTS.models.seasonal.common — pyFTS 1.4 documentation</title>
|
||||
<link rel="stylesheet" href="../../../../_static/bizstyle.css" type="text/css" />
|
||||
<link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
|
||||
<script type="text/javascript" src="../../../../_static/documentation_options.js"></script>
|
||||
@ -42,7 +42,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../../index.html" accesskey="U">Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
@ -77,6 +77,8 @@
|
||||
<span class="kn">from</span> <span class="nn">enum</span> <span class="k">import</span> <span class="n">Enum</span>
|
||||
<span class="kn">from</span> <span class="nn">pyFTS.common</span> <span class="k">import</span> <span class="n">FuzzySet</span><span class="p">,</span> <span class="n">Membership</span>
|
||||
<span class="kn">from</span> <span class="nn">pyFTS.partitioners</span> <span class="k">import</span> <span class="n">partitioner</span><span class="p">,</span> <span class="n">Grid</span>
|
||||
<span class="kn">from</span> <span class="nn">datetime</span> <span class="k">import</span> <span class="n">date</span> <span class="k">as</span> <span class="n">dt</span>
|
||||
|
||||
|
||||
|
||||
<div class="viewcode-block" id="DateTime"><a class="viewcode-back" href="../../../../pyFTS.models.seasonal.html#pyFTS.models.seasonal.common.DateTime">[docs]</a><span class="k">class</span> <span class="nc">DateTime</span><span class="p">(</span><span class="n">Enum</span><span class="p">):</span>
|
||||
@ -168,7 +170,7 @@
|
||||
<span class="bp">self</span><span class="o">.</span><span class="n">type</span> <span class="o">=</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">'type'</span><span class="p">,</span> <span class="s1">'seasonal'</span><span class="p">)</span>
|
||||
|
||||
<div class="viewcode-block" id="FuzzySet.transform"><a class="viewcode-back" href="../../../../pyFTS.models.seasonal.html#pyFTS.models.seasonal.common.FuzzySet.transform">[docs]</a> <span class="k">def</span> <span class="nf">transform</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">x</span><span class="p">):</span>
|
||||
<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">type</span> <span class="o">==</span> <span class="s1">'seasonal'</span><span class="p">:</span>
|
||||
<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">type</span> <span class="o">==</span> <span class="s1">'seasonal'</span> <span class="ow">and</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="p">(</span><span class="n">dt</span><span class="p">,</span> <span class="n">pd</span><span class="o">.</span><span class="n">Timestamp</span><span class="p">)):</span>
|
||||
<span class="n">dp</span> <span class="o">=</span> <span class="n">strip_datepart</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">datepart</span><span class="p">)</span>
|
||||
<span class="k">else</span><span class="p">:</span>
|
||||
<span class="n">dp</span> <span class="o">=</span> <span class="n">x</span>
|
||||
@ -190,7 +192,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../../index.html" >Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
|
@ -17,7 +17,7 @@
|
||||
var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
|
||||
})();
|
||||
</script>
|
||||
<title>pyFTS.models.seasonal.msfts — pyFTS 1.2.3 documentation</title>
|
||||
<title>pyFTS.models.seasonal.msfts — pyFTS 1.4 documentation</title>
|
||||
<link rel="stylesheet" href="../../../../_static/bizstyle.css" type="text/css" />
|
||||
<link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
|
||||
<script type="text/javascript" src="../../../../_static/documentation_options.js"></script>
|
||||
@ -42,7 +42,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../../index.html" accesskey="U">Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
@ -154,7 +154,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../../index.html" >Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
|
@ -17,7 +17,7 @@
|
||||
var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
|
||||
})();
|
||||
</script>
|
||||
<title>pyFTS.models.seasonal.partitioner — pyFTS 1.2.3 documentation</title>
|
||||
<title>pyFTS.models.seasonal.partitioner — pyFTS 1.4 documentation</title>
|
||||
<link rel="stylesheet" href="../../../../_static/bizstyle.css" type="text/css" />
|
||||
<link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
|
||||
<script type="text/javascript" src="../../../../_static/documentation_options.js"></script>
|
||||
@ -42,7 +42,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../../index.html" accesskey="U">Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
@ -113,6 +113,9 @@
|
||||
<span class="k">else</span><span class="p">:</span>
|
||||
<span class="bp">self</span><span class="o">.</span><span class="n">ordered_sets</span> <span class="o">=</span> <span class="n">FS</span><span class="o">.</span><span class="n">set_ordered</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sets</span><span class="p">)</span>
|
||||
|
||||
<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">type</span> <span class="o">==</span> <span class="s1">'seasonal'</span><span class="p">:</span>
|
||||
<span class="bp">self</span><span class="o">.</span><span class="n">extractor</span> <span class="o">=</span> <span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">strip_datepart</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">season</span><span class="p">)</span>
|
||||
|
||||
<div class="viewcode-block" id="TimeGridPartitioner.build"><a class="viewcode-back" href="../../../../pyFTS.models.seasonal.html#pyFTS.models.seasonal.partitioner.TimeGridPartitioner.build">[docs]</a> <span class="k">def</span> <span class="nf">build</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">data</span><span class="p">):</span>
|
||||
<span class="n">sets</span> <span class="o">=</span> <span class="p">{}</span>
|
||||
|
||||
@ -220,7 +223,7 @@
|
||||
<li class="right" >
|
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<a href="../../../../py-modindex.html" title="Python Module Index"
|
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>modules</a> |</li>
|
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|
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@ -17,7 +17,7 @@
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var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
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|
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|
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|
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<li class="right" >
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@ -189,7 +189,7 @@
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@ -17,7 +17,7 @@
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|
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<title>pyFTS.models.song — pyFTS 1.4 documentation</title>
|
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<link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
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@ -42,7 +42,7 @@
|
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|
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>modules</a> |</li>
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|
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<li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> »</li>
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|
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|
||||
@ -175,7 +175,7 @@
|
||||
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|
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@ -17,7 +17,7 @@
|
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var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
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|
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<title>pyFTS.models.yu — pyFTS 1.2.3 documentation</title>
|
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<title>pyFTS.models.yu — pyFTS 1.4 documentation</title>
|
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<link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
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@ -42,7 +42,7 @@
|
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<li class="right" >
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|
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>modules</a> |</li>
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|
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@ -195,7 +195,7 @@
|
||||
<li class="right" >
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|
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@ -17,7 +17,7 @@
|
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var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
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|
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</script>
|
||||
<title>pyFTS.partitioners.CMeans — pyFTS 1.2.3 documentation</title>
|
||||
<title>pyFTS.partitioners.CMeans — pyFTS 1.4 documentation</title>
|
||||
<link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
|
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|
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@ -42,7 +42,7 @@
|
||||
<li class="right" >
|
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|
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>modules</a> |</li>
|
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<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
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|
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<li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> »</li>
|
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|
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|
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@ -185,7 +185,7 @@
|
||||
<li class="right" >
|
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|
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>modules</a> |</li>
|
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<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
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|
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<li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> »</li>
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|
@ -17,7 +17,7 @@
|
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var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
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|
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|
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<title>pyFTS.partitioners.Entropy — pyFTS 1.2.3 documentation</title>
|
||||
<title>pyFTS.partitioners.Entropy — pyFTS 1.4 documentation</title>
|
||||
<link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
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<link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
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<script type="text/javascript" src="../../../_static/documentation_options.js"></script>
|
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@ -42,7 +42,7 @@
|
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<li class="right" >
|
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<a href="../../../py-modindex.html" title="Python Module Index"
|
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>modules</a> |</li>
|
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<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
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<li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> »</li>
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</ul>
|
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</div>
|
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@ -196,7 +196,7 @@
|
||||
<li class="right" >
|
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<a href="../../../py-modindex.html" title="Python Module Index"
|
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>modules</a> |</li>
|
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<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
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<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
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<li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> »</li>
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</ul>
|
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|
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|
@ -17,7 +17,7 @@
|
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var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
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})();
|
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</script>
|
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<title>pyFTS.partitioners.FCM — pyFTS 1.2.3 documentation</title>
|
||||
<title>pyFTS.partitioners.FCM — pyFTS 1.4 documentation</title>
|
||||
<link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
|
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<link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
|
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<script type="text/javascript" src="../../../_static/documentation_options.js"></script>
|
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@ -42,7 +42,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../py-modindex.html" title="Python Module Index"
|
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>modules</a> |</li>
|
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<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
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<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
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<li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> »</li>
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</ul>
|
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</div>
|
||||
@ -224,7 +224,7 @@
|
||||
<li class="right" >
|
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<a href="../../../py-modindex.html" title="Python Module Index"
|
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>modules</a> |</li>
|
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<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
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|
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<li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> »</li>
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</ul>
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|
@ -17,7 +17,7 @@
|
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var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
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|
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|
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<title>pyFTS.partitioners.Grid — pyFTS 1.2.3 documentation</title>
|
||||
<title>pyFTS.partitioners.Grid — pyFTS 1.4 documentation</title>
|
||||
<link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
|
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<link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
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<script type="text/javascript" src="../../../_static/documentation_options.js"></script>
|
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@ -42,7 +42,7 @@
|
||||
<li class="right" >
|
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<a href="../../../py-modindex.html" title="Python Module Index"
|
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>modules</a> |</li>
|
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<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
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<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
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<li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> »</li>
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</ul>
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</div>
|
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@ -130,7 +130,7 @@
|
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<li class="right" >
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|
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>modules</a> |</li>
|
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<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
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<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
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<li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> »</li>
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</ul>
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|
@ -17,7 +17,7 @@
|
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var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
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|
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<title>pyFTS.partitioners.Huarng — pyFTS 1.2.3 documentation</title>
|
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<title>pyFTS.partitioners.Huarng — pyFTS 1.4 documentation</title>
|
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<link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
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<link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
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<script type="text/javascript" src="../../../_static/documentation_options.js"></script>
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@ -42,7 +42,7 @@
|
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<li class="right" >
|
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<a href="../../../py-modindex.html" title="Python Module Index"
|
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>modules</a> |</li>
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<li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> »</li>
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@ -141,7 +141,7 @@
|
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<li class="right" >
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>modules</a> |</li>
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@ -17,7 +17,7 @@
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var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
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<title>pyFTS.partitioners.Singleton — pyFTS 1.2.3 documentation</title>
|
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<title>pyFTS.partitioners.Singleton — pyFTS 1.4 documentation</title>
|
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<link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
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<script type="text/javascript" src="../../../_static/documentation_options.js"></script>
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@ -42,7 +42,7 @@
|
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<li class="right" >
|
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<a href="../../../py-modindex.html" title="Python Module Index"
|
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>modules</a> |</li>
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<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
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<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
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<li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> »</li>
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@ -117,7 +117,7 @@
|
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<li class="right" >
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<a href="../../../py-modindex.html" title="Python Module Index"
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>modules</a> |</li>
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<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
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@ -17,7 +17,7 @@
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|
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<title>pyFTS.partitioners.Util — pyFTS 1.4 documentation</title>
|
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<link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
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@ -42,7 +42,7 @@
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<li class="right" >
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>modules</a> |</li>
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<li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> »</li>
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@ -177,7 +177,7 @@
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>modules</a> |</li>
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<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
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<li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> »</li>
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@ -17,7 +17,7 @@
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|
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<title>pyFTS.partitioners.parallel_util — pyFTS 1.4 documentation</title>
|
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<link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
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@ -42,7 +42,7 @@
|
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<li class="right" >
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>modules</a> |</li>
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@ -120,7 +120,7 @@
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<li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> »</li>
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</ul>
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@ -17,7 +17,7 @@
|
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var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
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|
||||
<title>pyFTS.partitioners.partitioner — pyFTS 1.2.3 documentation</title>
|
||||
<title>pyFTS.partitioners.partitioner — pyFTS 1.4 documentation</title>
|
||||
<link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
|
||||
<link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
|
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<script type="text/javascript" src="../../../_static/documentation_options.js"></script>
|
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@ -42,7 +42,7 @@
|
||||
<li class="right" >
|
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<a href="../../../py-modindex.html" title="Python Module Index"
|
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>modules</a> |</li>
|
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<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
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<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
@ -104,6 +104,8 @@
|
||||
<span class="sd">"""In a multivariate context, the variable that contains this partitioner"""</span>
|
||||
<span class="bp">self</span><span class="o">.</span><span class="n">type</span> <span class="o">=</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">'type'</span><span class="p">,</span> <span class="s1">'common'</span><span class="p">)</span>
|
||||
<span class="sd">"""The type of fuzzy sets that are generated by this partitioner"""</span>
|
||||
<span class="bp">self</span><span class="o">.</span><span class="n">extractor</span> <span class="o">=</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">'extractor'</span><span class="p">,</span> <span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">)</span>
|
||||
<span class="sd">"""Anonymous function used to extract a single primitive type from an object instance"""</span>
|
||||
<span class="bp">self</span><span class="o">.</span><span class="n">ordered_sets</span> <span class="o">=</span> <span class="kc">None</span>
|
||||
|
||||
<span class="k">if</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">'preprocess'</span><span class="p">,</span><span class="kc">True</span><span class="p">):</span>
|
||||
@ -176,7 +178,10 @@
|
||||
<span class="sd"> """</span>
|
||||
<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">sets</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">ordered_sets</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]]</span></div>
|
||||
|
||||
<div class="viewcode-block" id="Partitioner.plot"><a class="viewcode-back" href="../../../pyFTS.partitioners.html#pyFTS.partitioners.partitioner.Partitioner.plot">[docs]</a> <span class="k">def</span> <span class="nf">plot</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">ax</span><span class="p">):</span>
|
||||
<div class="viewcode-block" id="Partitioner.fuzzyfy"><a class="viewcode-back" href="../../../pyFTS.partitioners.html#pyFTS.partitioners.partitioner.Partitioner.fuzzyfy">[docs]</a> <span class="k">def</span> <span class="nf">fuzzyfy</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">data</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
|
||||
<span class="k">return</span> <span class="n">FuzzySet</span><span class="o">.</span><span class="n">fuzzyfy</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="bp">self</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span></div>
|
||||
|
||||
<div class="viewcode-block" id="Partitioner.plot"><a class="viewcode-back" href="../../../pyFTS.partitioners.html#pyFTS.partitioners.partitioner.Partitioner.plot">[docs]</a> <span class="k">def</span> <span class="nf">plot</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">ax</span><span class="p">,</span> <span class="n">rounding</span><span class="o">=</span><span class="mi">0</span><span class="p">):</span>
|
||||
<span class="sd">"""</span>
|
||||
<span class="sd"> Plot the partitioning using the Matplotlib axis ax</span>
|
||||
|
||||
@ -194,7 +199,7 @@
|
||||
<span class="k">elif</span> <span class="n">s</span><span class="o">.</span><span class="n">type</span> <span class="o">==</span> <span class="s1">'composite'</span><span class="p">:</span>
|
||||
<span class="k">for</span> <span class="n">ss</span> <span class="ow">in</span> <span class="n">s</span><span class="o">.</span><span class="n">sets</span><span class="p">:</span>
|
||||
<span class="bp">self</span><span class="o">.</span><span class="n">plot_set</span><span class="p">(</span><span class="n">ax</span><span class="p">,</span> <span class="n">ss</span><span class="p">)</span>
|
||||
<span class="n">ticks</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">str</span><span class="p">(</span><span class="nb">round</span><span class="p">(</span><span class="n">s</span><span class="o">.</span><span class="n">centroid</span><span class="p">,</span><span class="mi">0</span><span class="p">))</span><span class="o">+</span><span class="s1">'</span><span class="se">\n</span><span class="s1">'</span><span class="o">+</span><span class="n">s</span><span class="o">.</span><span class="n">name</span><span class="p">)</span>
|
||||
<span class="n">ticks</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">str</span><span class="p">(</span><span class="nb">round</span><span class="p">(</span><span class="n">s</span><span class="o">.</span><span class="n">centroid</span><span class="p">,</span><span class="n">rounding</span><span class="p">))</span><span class="o">+</span><span class="s1">'</span><span class="se">\n</span><span class="s1">'</span><span class="o">+</span><span class="n">s</span><span class="o">.</span><span class="n">name</span><span class="p">)</span>
|
||||
<span class="n">x</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">s</span><span class="o">.</span><span class="n">centroid</span><span class="p">)</span>
|
||||
<span class="n">ax</span><span class="o">.</span><span class="n">xaxis</span><span class="o">.</span><span class="n">set_ticklabels</span><span class="p">(</span><span class="n">ticks</span><span class="p">)</span>
|
||||
<span class="n">ax</span><span class="o">.</span><span class="n">xaxis</span><span class="o">.</span><span class="n">set_ticks</span><span class="p">(</span><span class="n">x</span><span class="p">)</span></div>
|
||||
@ -249,7 +254,7 @@
|
||||
<li class="right" >
|
||||
<a href="../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> »</li>
|
||||
</ul>
|
||||
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|
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|
@ -17,7 +17,7 @@
|
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|
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<title>pyFTS.probabilistic.ProbabilityDistribution — pyFTS 1.2.3 documentation</title>
|
||||
<title>pyFTS.probabilistic.ProbabilityDistribution — pyFTS 1.4 documentation</title>
|
||||
<link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
|
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|
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|
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@ -42,7 +42,7 @@
|
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<li class="right" >
|
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<a href="../../../py-modindex.html" title="Python Module Index"
|
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>modules</a> |</li>
|
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<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
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|
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|
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|
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|
||||
@ -423,7 +423,7 @@
|
||||
<li class="right" >
|
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<a href="../../../py-modindex.html" title="Python Module Index"
|
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>modules</a> |</li>
|
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<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
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|
||||
<li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> »</li>
|
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|
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|
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|
@ -17,7 +17,7 @@
|
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var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
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</script>
|
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<title>pyFTS.probabilistic.kde — pyFTS 1.2.3 documentation</title>
|
||||
<title>pyFTS.probabilistic.kde — pyFTS 1.4 documentation</title>
|
||||
<link rel="stylesheet" href="../../../_static/bizstyle.css" type="text/css" />
|
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<link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
|
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|
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@ -42,7 +42,7 @@
|
||||
<li class="right" >
|
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<a href="../../../py-modindex.html" title="Python Module Index"
|
||||
>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
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<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../index.html" accesskey="U">Module code</a> »</li>
|
||||
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|
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|
||||
@ -150,7 +150,7 @@
|
||||
<li class="right" >
|
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<a href="../../../py-modindex.html" title="Python Module Index"
|
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>modules</a> |</li>
|
||||
<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.2.3 documentation</a> »</li>
|
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<li class="nav-item nav-item-0"><a href="../../../index.html">pyFTS 1.4 documentation</a> »</li>
|
||||
<li class="nav-item nav-item-1"><a href="../../index.html" >Module code</a> »</li>
|
||||
</ul>
|
||||
</div>
|
||||
|
2
docs/build/html/_static/bizstyle.js
vendored
2
docs/build/html/_static/bizstyle.js
vendored
@ -36,6 +36,6 @@ $(window).resize(function(){
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$("li.nav-item-0 a").text("Top");
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|
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$("li.nav-item-0 a").text("pyFTS 1.2.3 documentation");
|
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$("li.nav-item-0 a").text("pyFTS 1.4 documentation");
|
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|
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});
|
@ -1,6 +1,6 @@
|
||||
var DOCUMENTATION_OPTIONS = {
|
||||
URL_ROOT: '',
|
||||
VERSION: '1.2.3',
|
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VERSION: '1.4',
|
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LANGUAGE: 'None',
|
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COLLAPSE_INDEX: false,
|
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FILE_SUFFIX: '.html',
|
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|
18
docs/build/html/genindex.html
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@ -18,7 +18,7 @@
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<title>Index — pyFTS 1.2.3 documentation</title>
|
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<title>Index — pyFTS 1.4 documentation</title>
|
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<link rel="stylesheet" href="_static/bizstyle.css" type="text/css" />
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@ -43,7 +43,7 @@
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<li class="right" >
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|
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>modules</a> |</li>
|
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<li class="nav-item nav-item-0"><a href="index.html">pyFTS 1.2.3 documentation</a> »</li>
|
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</div>
|
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<div class="sphinxsidebar" role="navigation" aria-label="main navigation">
|
||||
@ -339,6 +339,8 @@
|
||||
<li><a href="pyFTS.models.multivariate.html#pyFTS.models.multivariate.cmvfts.ClusteredMVFTS.cluster">cluster (pyFTS.models.multivariate.cmvfts.ClusteredMVFTS attribute)</a>
|
||||
</li>
|
||||
<li><a href="pyFTS.models.multivariate.html#pyFTS.models.multivariate.cmvfts.ClusteredMVFTS.cluster_method">cluster_method (pyFTS.models.multivariate.cmvfts.ClusteredMVFTS attribute)</a>
|
||||
</li>
|
||||
<li><a href="pyFTS.hyperparam.html#pyFTS.hyperparam.GridSearch.cluster_method">cluster_method() (in module pyFTS.hyperparam.GridSearch)</a>
|
||||
</li>
|
||||
<li><a href="pyFTS.models.multivariate.html#pyFTS.models.multivariate.cmvfts.ClusteredMVFTS.cluster_params">cluster_params (pyFTS.models.multivariate.cmvfts.ClusteredMVFTS attribute)</a>
|
||||
</li>
|
||||
@ -475,6 +477,8 @@
|
||||
<li><a href="pyFTS.models.html#pyFTS.models.sadaei.ExponentialyWeightedFTS">ExponentialyWeightedFTS (class in pyFTS.models.sadaei)</a>
|
||||
</li>
|
||||
<li><a href="pyFTS.benchmarks.html#pyFTS.benchmarks.Util.extract_measure">extract_measure() (in module pyFTS.benchmarks.Util)</a>
|
||||
</li>
|
||||
<li><a href="pyFTS.partitioners.html#pyFTS.partitioners.partitioner.Partitioner.extractor">extractor (pyFTS.partitioners.partitioner.Partitioner attribute)</a>
|
||||
</li>
|
||||
</ul></td>
|
||||
</tr></table>
|
||||
@ -674,6 +678,8 @@
|
||||
|
||||
<ul>
|
||||
<li><a href="pyFTS.models.multivariate.html#pyFTS.models.multivariate.cmvfts.ClusteredMVFTS.fuzzyfy">(pyFTS.models.multivariate.cmvfts.ClusteredMVFTS method)</a>
|
||||
</li>
|
||||
<li><a href="pyFTS.partitioners.html#pyFTS.partitioners.partitioner.Partitioner.fuzzyfy">(pyFTS.partitioners.partitioner.Partitioner method)</a>
|
||||
</li>
|
||||
</ul></li>
|
||||
<li><a href="pyFTS.common.html#pyFTS.common.FuzzySet.fuzzyfy_instance">fuzzyfy_instance() (in module pyFTS.common.FuzzySet)</a>
|
||||
@ -762,6 +768,8 @@
|
||||
|
||||
<ul>
|
||||
<li><a href="pyFTS.models.html#pyFTS.models.hofts.WeightedHighOrderFTS.generate_lhs_flrg_fuzzyfied">(pyFTS.models.hofts.WeightedHighOrderFTS method)</a>
|
||||
</li>
|
||||
<li><a href="pyFTS.models.html#pyFTS.models.pwfts.ProbabilisticWeightedFTS.generate_lhs_flrg_fuzzyfied">(pyFTS.models.pwfts.ProbabilisticWeightedFTS method)</a>
|
||||
</li>
|
||||
</ul></li>
|
||||
<li><a href="pyFTS.models.multivariate.html#pyFTS.models.multivariate.mvfts.MVFTS.generate_lhs_flrs">generate_lhs_flrs() (pyFTS.models.multivariate.mvfts.MVFTS method)</a>
|
||||
@ -1229,8 +1237,6 @@
|
||||
<li><a href="pyFTS.partitioners.html#pyFTS.partitioners.partitioner.Partitioner.membership_function">membership_function (pyFTS.partitioners.partitioner.Partitioner attribute)</a>
|
||||
</li>
|
||||
<li><a href="pyFTS.common.html#pyFTS.common.fts.FTS.merge">merge() (pyFTS.common.fts.FTS method)</a>
|
||||
</li>
|
||||
<li><a href="pyFTS.hyperparam.html#pyFTS.hyperparam.GridSearch.metodo_cluster">metodo_cluster() (in module pyFTS.hyperparam.GridSearch)</a>
|
||||
</li>
|
||||
<li><a href="pyFTS.common.html#pyFTS.common.FuzzySet.FuzzySet.mf">mf (pyFTS.common.FuzzySet.FuzzySet attribute)</a>
|
||||
</li>
|
||||
@ -1477,6 +1483,8 @@
|
||||
<li><a href="pyFTS.benchmarks.html#pyFTS.benchmarks.Util.process_common_data">process_common_data() (in module pyFTS.benchmarks.Util)</a>
|
||||
</li>
|
||||
<li><a href="pyFTS.benchmarks.html#pyFTS.benchmarks.benchmarks.process_interval_jobs">process_interval_jobs() (in module pyFTS.benchmarks.benchmarks)</a>
|
||||
</li>
|
||||
<li><a href="pyFTS.hyperparam.html#pyFTS.hyperparam.GridSearch.process_jobs">process_jobs() (in module pyFTS.hyperparam.GridSearch)</a>
|
||||
</li>
|
||||
<li><a href="pyFTS.benchmarks.html#pyFTS.benchmarks.benchmarks.process_point_jobs">process_point_jobs() (in module pyFTS.benchmarks.benchmarks)</a>
|
||||
</li>
|
||||
@ -2091,7 +2099,7 @@
|
||||
<li class="right" >
|
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>modules</a> |</li>
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<li class="nav-item nav-item-0"><a href="index.html">pyFTS 1.2.3 documentation</a> »</li>
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@ -46,7 +46,7 @@
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<link rel="stylesheet" href="_static/pygments.css" type="text/css" />
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<script type="text/javascript" src="_static/documentation_options.js"></script>
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@ -50,7 +50,7 @@
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||||
<li class="right" >
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||||
<a href="quickstart.html" title="pyFTS Quick Start"
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accesskey="P">previous</a> |</li>
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<li class="nav-item nav-item-0"><a href="index.html">pyFTS 1.2.3 documentation</a> »</li>
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<li class="nav-item nav-item-0"><a href="index.html">pyFTS 1.4 documentation</a> »</li>
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<div class="sphinxsidebar" role="navigation" aria-label="main navigation">
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@ -157,7 +157,7 @@
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<li class="toctree-l4"><a class="reference internal" href="pyFTS.hyperparam.html#module-pyFTS.hyperparam">Module contents</a></li>
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<li class="toctree-l4"><a class="reference internal" href="pyFTS.hyperparam.html#submodules">Submodules</a></li>
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<li class="toctree-l4"><a class="reference internal" href="pyFTS.hyperparam.html#module-pyFTS.hyperparam.Util">pyFTS.hyperparam.Util module</a></li>
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||||
<li class="toctree-l4"><a class="reference internal" href="pyFTS.hyperparam.html#pyfts-hyperparam-gridsearch-module">pyFTS.hyperparam.GridSearch module</a></li>
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||||
<li class="toctree-l4"><a class="reference internal" href="pyFTS.hyperparam.html#module-pyFTS.hyperparam.GridSearch">pyFTS.hyperparam.GridSearch module</a></li>
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<li class="toctree-l3"><a class="reference internal" href="pyFTS.models.html">pyFTS.models package</a><ul>
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@ -185,7 +185,7 @@
|
||||
<li class="toctree-l4"><a class="reference internal" href="pyFTS.partitioners.html#module-pyFTS.partitioners.FCM">pyFTS.partitioners.FCM module</a></li>
|
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<li class="toctree-l4"><a class="reference internal" href="pyFTS.partitioners.html#module-pyFTS.partitioners.Grid">pyFTS.partitioners.Grid module</a></li>
|
||||
<li class="toctree-l4"><a class="reference internal" href="pyFTS.partitioners.html#module-pyFTS.partitioners.Huarng">pyFTS.partitioners.Huarng module</a></li>
|
||||
<li class="toctree-l4"><a class="reference internal" href="pyFTS.partitioners.html#pyfts-partitioners-singleton-module">pyFTS.partitioners.Singleton module</a></li>
|
||||
<li class="toctree-l4"><a class="reference internal" href="pyFTS.partitioners.html#module-pyFTS.partitioners.Singleton">pyFTS.partitioners.Singleton module</a></li>
|
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<li class="toctree-l4"><a class="reference internal" href="pyFTS.partitioners.html#module-pyFTS.partitioners.Util">pyFTS.partitioners.Util module</a></li>
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||||
<li class="toctree-l4"><a class="reference internal" href="pyFTS.partitioners.html#module-pyFTS.partitioners.parallel_util">pyFTS.partitioners.parallel_util module</a></li>
|
||||
</ul>
|
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@ -229,7 +229,7 @@
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