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Time Series sample classification infrastructure; WMVFTS is the first method with a functional implementation
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Time Series sample classification infrastructure; WMVFTS is the first method with a functional implementation
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<section id="pyfts-common-package">
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<h1>pyFTS.common package<a class="headerlink" href="#pyfts-common-package" title="Permalink to this headline"></a></h1>
Time Series sample classification infrastructure; WMVFTS is the first method with a functional implementation
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<section id="module-pyFTS.common">
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<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-pyFTS.common" title="Permalink to this headline"></a></h2>
Time Series sample classification infrastructure; WMVFTS is the first method with a functional implementation
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</section>
<section id="submodules">
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<h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this headline"></a></h2>
Time Series sample classification infrastructure; WMVFTS is the first method with a functional implementation
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</section>
<section id="module-pyFTS.common.Activations">
<span id="pyfts-common-activations-module"></span><h2>pyFTS.common.Activations module<a class="headerlink" href="#module-pyFTS.common.Activations" title="Permalink to this headline"></a></h2>
<p>Activation functions for Time Series Classification</p>
<dl class="py function">
<dt class="sig sig-object py" id="pyFTS.common.Activations.argmax">
<span class="sig-prename descclassname"><span class="pre">pyFTS.common.Activations.</span></span><span class="sig-name descname"><span class="pre">argmax</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">dist</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.11)"><span class="pre">dict</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.11)"><span class="pre">str</span></a></span></span><a class="reference internal" href="_modules/pyFTS/common/Activations.html#argmax"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyFTS.common.Activations.argmax" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="py function">
<dt class="sig sig-object py" id="pyFTS.common.Activations.scale">
<span class="sig-prename descclassname"><span class="pre">pyFTS.common.Activations.</span></span><span class="sig-name descname"><span class="pre">scale</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">dist</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.11)"><span class="pre">dict</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.11)"><span class="pre">dict</span></a></span></span><a class="reference internal" href="_modules/pyFTS/common/Activations.html#scale"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyFTS.common.Activations.scale" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="py function">
<dt class="sig sig-object py" id="pyFTS.common.Activations.softmax">
<span class="sig-prename descclassname"><span class="pre">pyFTS.common.Activations.</span></span><span class="sig-name descname"><span class="pre">softmax</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">dist</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.11)"><span class="pre">dict</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.11)"><span class="pre">dict</span></a></span></span><a class="reference internal" href="_modules/pyFTS/common/Activations.html#softmax"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyFTS.common.Activations.softmax" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
</section>
<section id="module-pyFTS.common.Composite">
Sphinx documentation for ReadTheDocs site
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<span id="pyfts-common-composite-module"></span><h2>pyFTS.common.Composite module<a class="headerlink" href="#module-pyFTS.common.Composite" title="Permalink to this headline"></a></h2>
<p>Composite Fuzzy Sets</p>
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<dt class="sig sig-object py" id="pyFTS.common.Composite.FuzzySet">
<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">pyFTS.common.Composite.</span></span><span class="sig-name descname"><span class="pre">FuzzySet</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">superset</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/Composite.html#FuzzySet"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyFTS.common.Composite.FuzzySet" title="Permalink to this definition"></a></dt>
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<dd><p>Bases: <a class="reference internal" href="#pyFTS.common.FuzzySet.FuzzySet" title="pyFTS.common.FuzzySet.FuzzySet"><code class="xref py py-class docutils literal notranslate"><span class="pre">pyFTS.common.FuzzySet.FuzzySet</span></code></a></p>
<p>Composite Fuzzy Set</p>
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<dl class="py method">
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<dt class="sig sig-object py" id="pyFTS.common.Composite.FuzzySet.append">
<span class="sig-name descname"><span class="pre">append</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">mf</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">parameters</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/Composite.html#FuzzySet.append"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyFTS.common.Composite.FuzzySet.append" title="Permalink to this definition"></a></dt>
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<dd><p>Adds a new function to composition</p>
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<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><ul class="simple">
<li><p><strong>mf</strong> – </p></li>
<li><p><strong>parameters</strong> – </p></li>
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</ul>
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</dd>
<dt class="field-even">Returns</dt>
<dd class="field-even"><p></p>
</dd>
</dl>
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</dd></dl>
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<dl class="py method">
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<dt class="sig sig-object py" id="pyFTS.common.Composite.FuzzySet.append_set">
<span class="sig-name descname"><span class="pre">append_set</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">set</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/Composite.html#FuzzySet.append_set"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyFTS.common.Composite.FuzzySet.append_set" title="Permalink to this definition"></a></dt>
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<dd><p>Adds a new function to composition</p>
Documentation update
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<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><ul class="simple">
<li><p><strong>mf</strong> – </p></li>
<li><p><strong>parameters</strong> – </p></li>
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</ul>
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</dd>
<dt class="field-even">Returns</dt>
<dd class="field-even"><p></p>
</dd>
</dl>
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</dd></dl>
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<dl class="py method">
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<dt class="sig sig-object py" id="pyFTS.common.Composite.FuzzySet.membership">
<span class="sig-name descname"><span class="pre">membership</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/Composite.html#FuzzySet.membership"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyFTS.common.Composite.FuzzySet.membership" title="Permalink to this definition"></a></dt>
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<dd><p>Calculate the membership value of a given input</p>
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<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><p><strong>x</strong> – input value</p>
</dd>
<dt class="field-even">Returns</dt>
<dd class="field-even"><p>membership value of x at this fuzzy set</p>
</dd>
</dl>
</dd></dl>
<dl class="py method">
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<dt class="sig sig-object py" id="pyFTS.common.Composite.FuzzySet.transform">
<span class="sig-name descname"><span class="pre">transform</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/Composite.html#FuzzySet.transform"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyFTS.common.Composite.FuzzySet.transform" title="Permalink to this definition"></a></dt>
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<dd><p>Preprocess the data point for non native types</p>
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<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><p><strong>x</strong> – </p>
</dd>
<dt class="field-even">Returns</dt>
<dd class="field-even"><p>return a native type value for the structured type</p>
</dd>
</dl>
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</dd></dl>
Sphinx documentation for ReadTheDocs site
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</dd></dl>
Time Series sample classification infrastructure; WMVFTS is the first method with a functional implementation
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</section>
<section id="module-pyFTS.common.FLR">
Sphinx documentation for ReadTheDocs site
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<span id="pyfts-common-flr-module"></span><h2>pyFTS.common.FLR module<a class="headerlink" href="#module-pyFTS.common.FLR" title="Permalink to this headline"></a></h2>
<p>This module implements functions for Fuzzy Logical Relationship generation</p>
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<dl class="py class">
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<dt class="sig sig-object py" id="pyFTS.common.FLR.FLR">
<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">pyFTS.common.FLR.</span></span><span class="sig-name descname"><span class="pre">FLR</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">LHS</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">RHS</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/FLR.html#FLR"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyFTS.common.FLR.FLR" title="Permalink to this definition"></a></dt>
Time Series sample classification infrastructure; WMVFTS is the first method with a functional implementation
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<dd><p>Bases: <a class="reference external" href="https://docs.python.org/3/library/functions.html#object" title="(in Python v3.11)"><code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></a></p>
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<p>Fuzzy Logical Relationship</p>
<p>Represents a temporal transition of the fuzzy set LHS on time t for the fuzzy set RHS on time t+1.</p>
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<dl class="py attribute">
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<dt class="sig sig-object py" id="pyFTS.common.FLR.FLR.LHS">
<span class="sig-name descname"><span class="pre">LHS</span></span><a class="headerlink" href="#pyFTS.common.FLR.FLR.LHS" title="Permalink to this definition"></a></dt>
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<dd><p>Left Hand Side fuzzy set</p>
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</dd></dl>
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<dl class="py attribute">
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<dt class="sig sig-object py" id="pyFTS.common.FLR.FLR.RHS">
<span class="sig-name descname"><span class="pre">RHS</span></span><a class="headerlink" href="#pyFTS.common.FLR.FLR.RHS" title="Permalink to this definition"></a></dt>
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<dd><p>Right Hand Side fuzzy set</p>
</dd></dl>
</dd></dl>
<dl class="py class">
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<dt class="sig sig-object py" id="pyFTS.common.FLR.IndexedFLR">
<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">pyFTS.common.FLR.</span></span><span class="sig-name descname"><span class="pre">IndexedFLR</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">index</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">LHS</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">RHS</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/FLR.html#IndexedFLR"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyFTS.common.FLR.IndexedFLR" title="Permalink to this definition"></a></dt>
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<dd><p>Bases: <a class="reference internal" href="#pyFTS.common.FLR.FLR" title="pyFTS.common.FLR.FLR"><code class="xref py py-class docutils literal notranslate"><span class="pre">pyFTS.common.FLR.FLR</span></code></a></p>
<p>Season Indexed Fuzzy Logical Relationship</p>
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<dl class="py attribute">
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<dt class="sig sig-object py" id="pyFTS.common.FLR.IndexedFLR.index">
<span class="sig-name descname"><span class="pre">index</span></span><a class="headerlink" href="#pyFTS.common.FLR.IndexedFLR.index" title="Permalink to this definition"></a></dt>
Documentation update
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<dd><p>seasonal index</p>
</dd></dl>
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</dd></dl>
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<dl class="py function">
Fixing documentation and type hints
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<dt class="sig sig-object py" id="pyFTS.common.FLR.generate_high_order_recurrent_flr">
<span class="sig-prename descclassname"><span class="pre">pyFTS.common.FLR.</span></span><span class="sig-name descname"><span class="pre">generate_high_order_recurrent_flr</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">fuzzyData</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/FLR.html#generate_high_order_recurrent_flr"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyFTS.common.FLR.generate_high_order_recurrent_flr" title="Permalink to this definition"></a></dt>
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<dd><p>Create a ordered FLR set from a list of fuzzy sets with recurrence</p>
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<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><p><strong>fuzzyData</strong> – ordered list of fuzzy sets</p>
</dd>
<dt class="field-even">Returns</dt>
<dd class="field-even"><p>ordered list of FLR</p>
</dd>
</dl>
</dd></dl>
<dl class="py function">
Fixing documentation and type hints
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<dt class="sig sig-object py" id="pyFTS.common.FLR.generate_indexed_flrs">
<span class="sig-prename descclassname"><span class="pre">pyFTS.common.FLR.</span></span><span class="sig-name descname"><span class="pre">generate_indexed_flrs</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">sets</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">indexer</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">data</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">transformation</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">alpha_cut</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.0</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/FLR.html#generate_indexed_flrs"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyFTS.common.FLR.generate_indexed_flrs" title="Permalink to this definition"></a></dt>
Sphinx documentation for ReadTheDocs site
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<dd><p>Create a season-indexed ordered FLR set from a list of fuzzy sets with recurrence</p>
Documentation update
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<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><ul class="simple">
<li><p><strong>sets</strong> – fuzzy sets</p></li>
<li><p><strong>indexer</strong> – seasonality indexer</p></li>
<li><p><strong>data</strong> – original data</p></li>
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</ul>
Documentation update
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</dd>
<dt class="field-even">Returns</dt>
<dd class="field-even"><p>ordered list of FLR</p>
</dd>
</dl>
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</dd></dl>
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<dl class="py function">
Fixing documentation and type hints
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<dt class="sig sig-object py" id="pyFTS.common.FLR.generate_non_recurrent_flrs">
<span class="sig-prename descclassname"><span class="pre">pyFTS.common.FLR.</span></span><span class="sig-name descname"><span class="pre">generate_non_recurrent_flrs</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">fuzzyData</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">steps</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/FLR.html#generate_non_recurrent_flrs"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyFTS.common.FLR.generate_non_recurrent_flrs" title="Permalink to this definition"></a></dt>
Sphinx documentation for ReadTheDocs site
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<dd><p>Create a ordered FLR set from a list of fuzzy sets without recurrence</p>
Documentation update
2020-08-19 00:06:41 +04:00
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><p><strong>fuzzyData</strong> – ordered list of fuzzy sets</p>
</dd>
<dt class="field-even">Returns</dt>
<dd class="field-even"><p>ordered list of FLR</p>
</dd>
</dl>
</dd></dl>
<dl class="py function">
Fixing documentation and type hints
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<dt class="sig sig-object py" id="pyFTS.common.FLR.generate_recurrent_flrs">
<span class="sig-prename descclassname"><span class="pre">pyFTS.common.FLR.</span></span><span class="sig-name descname"><span class="pre">generate_recurrent_flrs</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">fuzzyData</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">steps</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/FLR.html#generate_recurrent_flrs"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyFTS.common.FLR.generate_recurrent_flrs" title="Permalink to this definition"></a></dt>
Sphinx documentation for ReadTheDocs site
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<dd><p>Create a ordered FLR set from a list of fuzzy sets with recurrence</p>
Documentation update
2020-08-19 00:06:41 +04:00
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
standard_horizon feature included in FTS
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<dd class="field-odd"><ul class="simple">
<li><p><strong>fuzzyData</strong> – ordered list of fuzzy sets</p></li>
<li><p><strong>steps</strong> – the number of steps ahead on the right side of FLR</p></li>
</ul>
Documentation update
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</dd>
<dt class="field-even">Returns</dt>
<dd class="field-even"><p>ordered list of FLR</p>
</dd>
</dl>
Sphinx documentation for ReadTheDocs site
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</dd></dl>
Time Series sample classification infrastructure; WMVFTS is the first method with a functional implementation
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</section>
<section id="module-pyFTS.common.FuzzySet">
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<span id="pyfts-common-fuzzyset-module"></span><h2>pyFTS.common.FuzzySet module<a class="headerlink" href="#module-pyFTS.common.FuzzySet" title="Permalink to this headline"></a></h2>
Documentation update
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<dl class="py class">
Fixing documentation and type hints
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<dt class="sig sig-object py" id="pyFTS.common.FuzzySet.FuzzySet">
Time Series sample classification infrastructure; WMVFTS is the first method with a functional implementation
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<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">pyFTS.common.FuzzySet.</span></span><span class="sig-name descname"><span class="pre">FuzzySet</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.11)"><span class="pre">str</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">mf</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">parameters</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.11)"><span class="pre">list</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">centroid</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.11)"><span class="pre">float</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">alpha</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.11)"><span class="pre">float</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/FuzzySet.html#FuzzySet"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyFTS.common.FuzzySet.FuzzySet" title="Permalink to this definition"></a></dt>
<dd><p>Bases: <a class="reference external" href="https://docs.python.org/3/library/functions.html#object" title="(in Python v3.11)"><code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></a></p>
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<p>Fuzzy Set</p>
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<dl class="py attribute">
Fixing documentation and type hints
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<dt class="sig sig-object py" id="pyFTS.common.FuzzySet.FuzzySet.Z">
<span class="sig-name descname"><span class="pre">Z</span></span><a class="headerlink" href="#pyFTS.common.FuzzySet.FuzzySet.Z" title="Permalink to this definition"></a></dt>
Documentation update
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<dd><p>Partition function in respect to the membership function</p>
</dd></dl>
<dl class="py attribute">
Fixing documentation and type hints
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<dt class="sig sig-object py" id="pyFTS.common.FuzzySet.FuzzySet.alpha">
Time Series sample classification infrastructure; WMVFTS is the first method with a functional implementation
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<span class="sig-name descname"><span class="pre">alpha</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.11)"><span class="pre">float</span></a></em><a class="headerlink" href="#pyFTS.common.FuzzySet.FuzzySet.alpha" title="Permalink to this definition"></a></dt>
Documentation update
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<dd><p>The alpha cut value</p>
</dd></dl>
<dl class="py attribute">
Fixing documentation and type hints
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<dt class="sig sig-object py" id="pyFTS.common.FuzzySet.FuzzySet.centroid">
Time Series sample classification infrastructure; WMVFTS is the first method with a functional implementation
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<span class="sig-name descname"><span class="pre">centroid</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.11)"><span class="pre">float</span></a></em><a class="headerlink" href="#pyFTS.common.FuzzySet.FuzzySet.centroid" title="Permalink to this definition"></a></dt>
Documentation update
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<dd><p>The fuzzy set center of mass (or midpoint)</p>
</dd></dl>
<dl class="py method">
Fixing documentation and type hints
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<dt class="sig sig-object py" id="pyFTS.common.FuzzySet.FuzzySet.membership">
<span class="sig-name descname"><span class="pre">membership</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/FuzzySet.html#FuzzySet.membership"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyFTS.common.FuzzySet.FuzzySet.membership" title="Permalink to this definition"></a></dt>
Sphinx documentation for ReadTheDocs site
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<dd><p>Calculate the membership value of a given input</p>
Documentation update
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<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><p><strong>x</strong> – input value</p>
</dd>
<dt class="field-even">Returns</dt>
<dd class="field-even"><p>membership value of x at this fuzzy set</p>
</dd>
</dl>
</dd></dl>
<dl class="py attribute">
Fixing documentation and type hints
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<dt class="sig sig-object py" id="pyFTS.common.FuzzySet.FuzzySet.mf">
<span class="sig-name descname"><span class="pre">mf</span></span><a class="headerlink" href="#pyFTS.common.FuzzySet.FuzzySet.mf" title="Permalink to this definition"></a></dt>
Documentation update
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<dd><p>The membership function</p>
</dd></dl>
<dl class="py attribute">
Fixing documentation and type hints
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<dt class="sig sig-object py" id="pyFTS.common.FuzzySet.FuzzySet.name">
Time Series sample classification infrastructure; WMVFTS is the first method with a functional implementation
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<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.11)"><span class="pre">str</span></a></em><a class="headerlink" href="#pyFTS.common.FuzzySet.FuzzySet.name" title="Permalink to this definition"></a></dt>
Documentation update
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<dd><p>The fuzzy set name</p>
</dd></dl>
<dl class="py attribute">
Fixing documentation and type hints
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<dt class="sig sig-object py" id="pyFTS.common.FuzzySet.FuzzySet.parameters">
Time Series sample classification infrastructure; WMVFTS is the first method with a functional implementation
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<span class="sig-name descname"><span class="pre">parameters</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.11)"><span class="pre">list</span></a></em><a class="headerlink" href="#pyFTS.common.FuzzySet.FuzzySet.parameters" title="Permalink to this definition"></a></dt>
Documentation update
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<dd><p>The parameters of the membership function</p>
</dd></dl>
<dl class="py method">
Fixing documentation and type hints
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<dt class="sig sig-object py" id="pyFTS.common.FuzzySet.FuzzySet.partition_function">
<span class="sig-name descname"><span class="pre">partition_function</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">uod</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">nbins</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">100</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/FuzzySet.html#FuzzySet.partition_function"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyFTS.common.FuzzySet.FuzzySet.partition_function" title="Permalink to this definition"></a></dt>
Sphinx documentation for ReadTheDocs site
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<dd><p>Calculate the partition function over the membership function.</p>
Documentation update
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<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><ul class="simple">
<li><p><strong>uod</strong> – </p></li>
<li><p><strong>nbins</strong> – </p></li>
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</ul>
Documentation update
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</dd>
<dt class="field-even">Returns</dt>
<dd class="field-even"><p></p>
</dd>
</dl>
Sphinx documentation for ReadTheDocs site
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</dd></dl>
Documentation update
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<dl class="py method">
Fixing documentation and type hints
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<dt class="sig sig-object py" id="pyFTS.common.FuzzySet.FuzzySet.transform">
<span class="sig-name descname"><span class="pre">transform</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/FuzzySet.html#FuzzySet.transform"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyFTS.common.FuzzySet.FuzzySet.transform" title="Permalink to this definition"></a></dt>
Updating the documentation
2018-11-07 17:31:46 +04:00
<dd><p>Preprocess the data point for non native types</p>
Documentation update
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<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><p><strong>x</strong> – </p>
</dd>
<dt class="field-even">Returns</dt>
<dd class="field-even"><p>return a native type value for the structured type</p>
</dd>
</dl>
</dd></dl>
<dl class="py attribute">
Fixing documentation and type hints
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<dt class="sig sig-object py" id="pyFTS.common.FuzzySet.FuzzySet.type">
Time Series sample classification infrastructure; WMVFTS is the first method with a functional implementation
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<span class="sig-name descname"><span class="pre">type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.11)"><span class="pre">str</span></a></em><a class="headerlink" href="#pyFTS.common.FuzzySet.FuzzySet.type" title="Permalink to this definition"></a></dt>
Documentation update
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<dd><p>The fuzzy set type (common, composite, nonstationary, etc)</p>
</dd></dl>
<dl class="py attribute">
Fixing documentation and type hints
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<dt class="sig sig-object py" id="pyFTS.common.FuzzySet.FuzzySet.variable">
<span class="sig-name descname"><span class="pre">variable</span></span><a class="headerlink" href="#pyFTS.common.FuzzySet.FuzzySet.variable" title="Permalink to this definition"></a></dt>
Documentation update
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<dd><p>In multivariate time series, indicate for which variable this fuzzy set belogs</p>
Updating the documentation
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</dd></dl>
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</dd></dl>
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<dl class="py function">
Fixing documentation and type hints
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<dt class="sig sig-object py" id="pyFTS.common.FuzzySet.check_bounds">
<span class="sig-prename descclassname"><span class="pre">pyFTS.common.FuzzySet.</span></span><span class="sig-name descname"><span class="pre">check_bounds</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fuzzy_sets</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ordered_sets</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/FuzzySet.html#check_bounds"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyFTS.common.FuzzySet.check_bounds" title="Permalink to this definition"></a></dt>
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<dd></dd></dl>
Documentation update
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<dl class="py function">
Fixing documentation and type hints
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<dt class="sig sig-object py" id="pyFTS.common.FuzzySet.check_bounds_index">
<span class="sig-prename descclassname"><span class="pre">pyFTS.common.FuzzySet.</span></span><span class="sig-name descname"><span class="pre">check_bounds_index</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fuzzy_sets</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ordered_sets</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/FuzzySet.html#check_bounds_index"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyFTS.common.FuzzySet.check_bounds_index" title="Permalink to this definition"></a></dt>
Sphinx documentation for ReadTheDocs site
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<dd></dd></dl>
Documentation update
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<dl class="py function">
Fixing documentation and type hints
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<dt class="sig sig-object py" id="pyFTS.common.FuzzySet.fuzzyfy">
<span class="sig-prename descclassname"><span class="pre">pyFTS.common.FuzzySet.</span></span><span class="sig-name descname"><span class="pre">fuzzyfy</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">partitioner</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/FuzzySet.html#fuzzyfy"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyFTS.common.FuzzySet.fuzzyfy" title="Permalink to this definition"></a></dt>
Documentation update
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<dd><p>A general method for fuzzyfication.</p>
Documentation update
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<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><ul class="simple">
<li><p><strong>data</strong> – input value to be fuzzyfied</p></li>
<li><p><strong>partitioner</strong> – a trained pyFTS.partitioners.Partitioner object</p></li>
<li><p><strong>kwargs</strong> – dict, optional arguments</p></li>
<li><p><strong>alpha_cut</strong> – the minimal membership value to be considered on fuzzyfication (only for mode=’sets’)</p></li>
<li><p><strong>method</strong> – the fuzzyfication method (fuzzy: all fuzzy memberships, maximum: only the maximum membership)</p></li>
<li><p><strong>mode</strong> – the fuzzyfication mode (sets: return the fuzzy sets names, vector: return a vector with the membership</p></li>
Documentation update
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</ul>
Documentation update
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</dd>
</dl>
Time Series sample classification infrastructure; WMVFTS is the first method with a functional implementation
2023-05-25 02:46:07 +04:00
<p>values for all fuzzy sets, both: return a list with tuples (fuzzy set, membership value) )</p>
<p>:returns a list with the fuzzyfied values, depending on the mode</p>
Documentation update
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</dd></dl>
Documentation update
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<dl class="py function">
Fixing documentation and type hints
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<dt class="sig sig-object py" id="pyFTS.common.FuzzySet.fuzzyfy_instance">
Time Series sample classification infrastructure; WMVFTS is the first method with a functional implementation
2023-05-25 02:46:07 +04:00
<span class="sig-prename descclassname"><span class="pre">pyFTS.common.FuzzySet.</span></span><span class="sig-name descname"><span class="pre">fuzzyfy_instance</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">inst</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fuzzy_sets</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.11)"><span class="pre">dict</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">ordered_sets</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.11)"><span class="pre">list</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/FuzzySet.html#fuzzyfy_instance"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyFTS.common.FuzzySet.fuzzyfy_instance" title="Permalink to this definition"></a></dt>
Sphinx documentation for ReadTheDocs site
2018-08-30 09:05:29 +04:00
<dd><p>Calculate the membership values for a data point given fuzzy sets</p>
Documentation update
2020-08-19 00:06:41 +04:00
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><ul class="simple">
<li><p><strong>inst</strong> – data point</p></li>
<li><p><strong>fuzzy_sets</strong> – a dictionary where the key is the fuzzy set name and the value is the fuzzy set object.</p></li>
<li><p><strong>ordered_sets</strong> – a list with the fuzzy sets names ordered by their centroids.</p></li>
Sphinx documentation for ReadTheDocs site
2018-08-30 09:05:29 +04:00
</ul>
Documentation update
2020-08-19 00:06:41 +04:00
</dd>
<dt class="field-even">Returns</dt>
<dd class="field-even"><p>array of membership values</p>
</dd>
</dl>
Sphinx documentation for ReadTheDocs site
2018-08-30 09:05:29 +04:00
</dd></dl>
Documentation update
2020-08-19 00:06:41 +04:00
<dl class="py function">
Fixing documentation and type hints
2022-04-10 21:32:24 +04:00
<dt class="sig sig-object py" id="pyFTS.common.FuzzySet.fuzzyfy_instances">
Time Series sample classification infrastructure; WMVFTS is the first method with a functional implementation
2023-05-25 02:46:07 +04:00
<span class="sig-prename descclassname"><span class="pre">pyFTS.common.FuzzySet.</span></span><span class="sig-name descname"><span class="pre">fuzzyfy_instances</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.11)"><span class="pre">list</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">fuzzy_sets</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.11)"><span class="pre">dict</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">ordered_sets</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.11)"><span class="pre">list</span></a></span></span><a class="reference internal" href="_modules/pyFTS/common/FuzzySet.html#fuzzyfy_instances"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyFTS.common.FuzzySet.fuzzyfy_instances" title="Permalink to this definition"></a></dt>
Sphinx documentation for ReadTheDocs site
2018-08-30 09:05:29 +04:00
<dd><p>Calculate the membership values for a data point given fuzzy sets</p>
Documentation update
2020-08-19 00:06:41 +04:00
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><ul class="simple">
<li><p><strong>inst</strong> – data point</p></li>
<li><p><strong>fuzzy_sets</strong> – a dictionary where the key is the fuzzy set name and the value is the fuzzy set object.</p></li>
<li><p><strong>ordered_sets</strong> – a list with the fuzzy sets names ordered by their centroids.</p></li>
Sphinx documentation for ReadTheDocs site
2018-08-30 09:05:29 +04:00
</ul>
Documentation update
2020-08-19 00:06:41 +04:00
</dd>
<dt class="field-even">Returns</dt>
<dd class="field-even"><p>array of membership values</p>
</dd>
</dl>
Sphinx documentation for ReadTheDocs site
2018-08-30 09:05:29 +04:00
</dd></dl>
Documentation update
2020-08-19 00:06:41 +04:00
<dl class="py function">
Fixing documentation and type hints
2022-04-10 21:32:24 +04:00
<dt class="sig sig-object py" id="pyFTS.common.FuzzySet.fuzzyfy_series">
<span class="sig-prename descclassname"><span class="pre">pyFTS.common.FuzzySet.</span></span><span class="sig-name descname"><span class="pre">fuzzyfy_series</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fuzzy_sets</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">method</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'maximum'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">alpha_cut</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ordered_sets</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/FuzzySet.html#fuzzyfy_series"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyFTS.common.FuzzySet.fuzzyfy_series" title="Permalink to this definition"></a></dt>
Sphinx documentation for ReadTheDocs site
2018-08-30 09:05:29 +04:00
<dd></dd></dl>
Documentation update
2020-08-19 00:06:41 +04:00
<dl class="py function">
Fixing documentation and type hints
2022-04-10 21:32:24 +04:00
<dt class="sig sig-object py" id="pyFTS.common.FuzzySet.fuzzyfy_series_old">
<span class="sig-prename descclassname"><span class="pre">pyFTS.common.FuzzySet.</span></span><span class="sig-name descname"><span class="pre">fuzzyfy_series_old</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fuzzy_sets</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">method</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'maximum'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/FuzzySet.html#fuzzyfy_series_old"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyFTS.common.FuzzySet.fuzzyfy_series_old" title="Permalink to this definition"></a></dt>
Sphinx documentation for ReadTheDocs site
2018-08-30 09:05:29 +04:00
<dd></dd></dl>
Documentation update
2020-08-19 00:06:41 +04:00
<dl class="py function">
Fixing documentation and type hints
2022-04-10 21:32:24 +04:00
<dt class="sig sig-object py" id="pyFTS.common.FuzzySet.get_fuzzysets">
Time Series sample classification infrastructure; WMVFTS is the first method with a functional implementation
2023-05-25 02:46:07 +04:00
<span class="sig-prename descclassname"><span class="pre">pyFTS.common.FuzzySet.</span></span><span class="sig-name descname"><span class="pre">get_fuzzysets</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">inst</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fuzzy_sets</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.11)"><span class="pre">dict</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">ordered_sets</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.11)"><span class="pre">list</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">alpha_cut</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.11)"><span class="pre">float</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.0</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.11)"><span class="pre">list</span></a></span></span><a class="reference internal" href="_modules/pyFTS/common/FuzzySet.html#get_fuzzysets"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyFTS.common.FuzzySet.get_fuzzysets" title="Permalink to this definition"></a></dt>
Sphinx documentation for ReadTheDocs site
2018-08-30 09:05:29 +04:00
<dd><p>Return the fuzzy sets which membership value for a inst is greater than the alpha_cut</p>
Documentation update
2020-08-19 00:06:41 +04:00
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><ul class="simple">
<li><p><strong>inst</strong> – data point</p></li>
<li><p><strong>fuzzy_sets</strong> – a dictionary where the key is the fuzzy set name and the value is the fuzzy set object.</p></li>
<li><p><strong>ordered_sets</strong> – a list with the fuzzy sets names ordered by their centroids.</p></li>
<li><p><strong>alpha_cut</strong> – Minimal membership to be considered on fuzzyfication process</p></li>
Sphinx documentation for ReadTheDocs site
2018-08-30 09:05:29 +04:00
</ul>
Documentation update
2020-08-19 00:06:41 +04:00
</dd>
<dt class="field-even">Returns</dt>
<dd class="field-even"><p>array of membership values</p>
</dd>
</dl>
Sphinx documentation for ReadTheDocs site
2018-08-30 09:05:29 +04:00
</dd></dl>
Documentation update
2020-08-19 00:06:41 +04:00
<dl class="py function">
Fixing documentation and type hints
2022-04-10 21:32:24 +04:00
<dt class="sig sig-object py" id="pyFTS.common.FuzzySet.get_maximum_membership_fuzzyset">
<span class="sig-prename descclassname"><span class="pre">pyFTS.common.FuzzySet.</span></span><span class="sig-name descname"><span class="pre">get_maximum_membership_fuzzyset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">inst</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fuzzy_sets</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ordered_sets</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#pyFTS.common.FuzzySet.FuzzySet" title="pyFTS.common.FuzzySet.FuzzySet"><span class="pre">pyFTS.common.FuzzySet.FuzzySet</span></a></span></span><a class="reference internal" href="_modules/pyFTS/common/FuzzySet.html#get_maximum_membership_fuzzyset"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyFTS.common.FuzzySet.get_maximum_membership_fuzzyset" title="Permalink to this definition"></a></dt>
Sphinx documentation for ReadTheDocs site
2018-08-30 09:05:29 +04:00
<dd><p>Fuzzify a data point, returning the fuzzy set with maximum membership value</p>
Documentation update
2020-08-19 00:06:41 +04:00
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><ul class="simple">
<li><p><strong>inst</strong> – data point</p></li>
<li><p><strong>fuzzy_sets</strong> – a dictionary where the key is the fuzzy set name and the value is the fuzzy set object.</p></li>
<li><p><strong>ordered_sets</strong> – a list with the fuzzy sets names ordered by their centroids.</p></li>
Sphinx documentation for ReadTheDocs site
2018-08-30 09:05:29 +04:00
</ul>
Documentation update
2020-08-19 00:06:41 +04:00
</dd>
<dt class="field-even">Returns</dt>
<dd class="field-even"><p>fuzzy set with maximum membership</p>
</dd>
</dl>
Sphinx documentation for ReadTheDocs site
2018-08-30 09:05:29 +04:00
</dd></dl>
Documentation update
2020-08-19 00:06:41 +04:00
<dl class="py function">
Fixing documentation and type hints
2022-04-10 21:32:24 +04:00
<dt class="sig sig-object py" id="pyFTS.common.FuzzySet.get_maximum_membership_fuzzyset_index">
Time Series sample classification infrastructure; WMVFTS is the first method with a functional implementation
2023-05-25 02:46:07 +04:00
<span class="sig-prename descclassname"><span class="pre">pyFTS.common.FuzzySet.</span></span><span class="sig-name descname"><span class="pre">get_maximum_membership_fuzzyset_index</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">inst</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fuzzy_sets</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.11)"><span class="pre">int</span></a></span></span><a class="reference internal" href="_modules/pyFTS/common/FuzzySet.html#get_maximum_membership_fuzzyset_index"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyFTS.common.FuzzySet.get_maximum_membership_fuzzyset_index" title="Permalink to this definition"></a></dt>
Sphinx documentation for ReadTheDocs site
2018-08-30 09:05:29 +04:00
<dd><p>Fuzzify a data point, returning the fuzzy set with maximum membership value</p>
Documentation update
2020-08-19 00:06:41 +04:00
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><ul class="simple">
<li><p><strong>inst</strong> – data point</p></li>
<li><p><strong>fuzzy_sets</strong> – dict of fuzzy sets</p></li>
Sphinx documentation for ReadTheDocs site
2018-08-30 09:05:29 +04:00
</ul>
Documentation update
2020-08-19 00:06:41 +04:00
</dd>
<dt class="field-even">Returns</dt>
<dd class="field-even"><p>fuzzy set with maximum membership</p>
</dd>
</dl>
Sphinx documentation for ReadTheDocs site
2018-08-30 09:05:29 +04:00
</dd></dl>
Documentation update
2020-08-19 00:06:41 +04:00
<dl class="py function">
Fixing documentation and type hints
2022-04-10 21:32:24 +04:00
<dt class="sig sig-object py" id="pyFTS.common.FuzzySet.grant_bounds">
<span class="sig-prename descclassname"><span class="pre">pyFTS.common.FuzzySet.</span></span><span class="sig-name descname"><span class="pre">grant_bounds</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fuzzy_sets</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ordered_sets</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/FuzzySet.html#grant_bounds"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyFTS.common.FuzzySet.grant_bounds" title="Permalink to this definition"></a></dt>
Sphinx documentation for ReadTheDocs site
2018-08-30 09:05:29 +04:00
<dd></dd></dl>
Documentation update
2020-08-19 00:06:41 +04:00
<dl class="py function">
Fixing documentation and type hints
2022-04-10 21:32:24 +04:00
<dt class="sig sig-object py" id="pyFTS.common.FuzzySet.set_ordered">
<span class="sig-prename descclassname"><span class="pre">pyFTS.common.FuzzySet.</span></span><span class="sig-name descname"><span class="pre">set_ordered</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">fuzzy_sets</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/FuzzySet.html#set_ordered"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyFTS.common.FuzzySet.set_ordered" title="Permalink to this definition"></a></dt>
Sphinx documentation for ReadTheDocs site
2018-08-30 09:05:29 +04:00
<dd><p>Order a fuzzy set list by their centroids</p>
Documentation update
2020-08-19 00:06:41 +04:00
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><p><strong>fuzzy_sets</strong> – a dictionary where the key is the fuzzy set name and the value is the fuzzy set object.</p>
</dd>
<dt class="field-even">Returns</dt>
<dd class="field-even"><p>a list with the fuzzy sets names ordered by their centroids.</p>
</dd>
</dl>
Sphinx documentation for ReadTheDocs site
2018-08-30 09:05:29 +04:00
</dd></dl>
Time Series sample classification infrastructure; WMVFTS is the first method with a functional implementation
2023-05-25 02:46:07 +04:00
</section>
<section id="module-pyFTS.common.Membership">
Sphinx documentation for ReadTheDocs site
2018-08-30 09:05:29 +04:00
<span id="pyfts-common-membership-module"></span><h2>pyFTS.common.Membership module<a class="headerlink" href="#module-pyFTS.common.Membership" title="Permalink to this headline"></a></h2>
<p>Membership functions for Fuzzy Sets</p>
Documentation update
2020-08-19 00:06:41 +04:00
<dl class="py function">
Fixing documentation and type hints
2022-04-10 21:32:24 +04:00
<dt class="sig sig-object py" id="pyFTS.common.Membership.bellmf">
<span class="sig-prename descclassname"><span class="pre">pyFTS.common.Membership.</span></span><span class="sig-name descname"><span class="pre">bellmf</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">parameters</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/Membership.html#bellmf"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyFTS.common.Membership.bellmf" title="Permalink to this definition"></a></dt>
Sphinx documentation for ReadTheDocs site
2018-08-30 09:05:29 +04:00
<dd><p>Bell shaped membership function</p>
Documentation update
2020-08-19 00:06:41 +04:00
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><ul class="simple">
<li><p><strong>x</strong> – </p></li>
<li><p><strong>parameters</strong> – </p></li>
Sphinx documentation for ReadTheDocs site
2018-08-30 09:05:29 +04:00
</ul>
Documentation update
2020-08-19 00:06:41 +04:00
</dd>
<dt class="field-even">Returns</dt>
<dd class="field-even"><p></p>
</dd>
</dl>
Sphinx documentation for ReadTheDocs site
2018-08-30 09:05:29 +04:00
</dd></dl>
Documentation update
2020-08-19 00:06:41 +04:00
<dl class="py function">
Fixing documentation and type hints
2022-04-10 21:32:24 +04:00
<dt class="sig sig-object py" id="pyFTS.common.Membership.gaussmf">
<span class="sig-prename descclassname"><span class="pre">pyFTS.common.Membership.</span></span><span class="sig-name descname"><span class="pre">gaussmf</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">parameters</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/Membership.html#gaussmf"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyFTS.common.Membership.gaussmf" title="Permalink to this definition"></a></dt>
Sphinx documentation for ReadTheDocs site
2018-08-30 09:05:29 +04:00
<dd><p>Gaussian fuzzy membership function</p>
Documentation update
2020-08-19 00:06:41 +04:00
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><ul class="simple">
<li><p><strong>x</strong> – data point</p></li>
<li><p><strong>parameters</strong> – a list with 2 real values (mean and variance)</p></li>
Sphinx documentation for ReadTheDocs site
2018-08-30 09:05:29 +04:00
</ul>
Documentation update
2020-08-19 00:06:41 +04:00
</dd>
<dt class="field-even">Returns</dt>
<dd class="field-even"><p>the membership value of x given the parameters</p>
</dd>
</dl>
Sphinx documentation for ReadTheDocs site
2018-08-30 09:05:29 +04:00
</dd></dl>
Documentation update
2020-08-19 00:06:41 +04:00
<dl class="py function">
Fixing documentation and type hints
2022-04-10 21:32:24 +04:00
<dt class="sig sig-object py" id="pyFTS.common.Membership.sigmf">
<span class="sig-prename descclassname"><span class="pre">pyFTS.common.Membership.</span></span><span class="sig-name descname"><span class="pre">sigmf</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">parameters</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/Membership.html#sigmf"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyFTS.common.Membership.sigmf" title="Permalink to this definition"></a></dt>
Sphinx documentation for ReadTheDocs site
2018-08-30 09:05:29 +04:00
<dd><p>Sigmoid / Logistic membership function</p>
Documentation update
2020-08-19 00:06:41 +04:00
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><ul class="simple">
<li><p><strong>x</strong> – </p></li>
<li><p><strong>parameters</strong> – an list with 2 real values (smoothness and midpoint)</p></li>
Sphinx documentation for ReadTheDocs site
2018-08-30 09:05:29 +04:00
</ul>
Documentation update
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</dd>
</dl>
Updating the documentation
2019-02-13 20:13:36 +04:00
<p>:return</p>
Sphinx documentation for ReadTheDocs site
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</dd></dl>
Documentation update
2020-08-19 00:06:41 +04:00
<dl class="py function">
Fixing documentation and type hints
2022-04-10 21:32:24 +04:00
<dt class="sig sig-object py" id="pyFTS.common.Membership.singleton">
<span class="sig-prename descclassname"><span class="pre">pyFTS.common.Membership.</span></span><span class="sig-name descname"><span class="pre">singleton</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">parameters</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/Membership.html#singleton"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyFTS.common.Membership.singleton" title="Permalink to this definition"></a></dt>
Documentation update
2018-09-18 23:49:16 +04:00
<dd><p>Singleton membership function, a single value fuzzy function</p>
Documentation update
2020-08-19 00:06:41 +04:00
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><ul class="simple">
<li><p><strong>x</strong> – </p></li>
<li><p><strong>parameters</strong> – a list with one real value</p></li>
Documentation update
2018-09-18 23:49:16 +04:00
</ul>
Documentation update
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</dd>
</dl>
Documentation update
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<p>:returns</p>
</dd></dl>
Documentation update
2020-08-19 00:06:41 +04:00
<dl class="py function">
Fixing documentation and type hints
2022-04-10 21:32:24 +04:00
<dt class="sig sig-object py" id="pyFTS.common.Membership.trapmf">
<span class="sig-prename descclassname"><span class="pre">pyFTS.common.Membership.</span></span><span class="sig-name descname"><span class="pre">trapmf</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">parameters</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/Membership.html#trapmf"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyFTS.common.Membership.trapmf" title="Permalink to this definition"></a></dt>
Sphinx documentation for ReadTheDocs site
2018-08-30 09:05:29 +04:00
<dd><p>Trapezoidal fuzzy membership function</p>
Documentation update
2020-08-19 00:06:41 +04:00
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><ul class="simple">
<li><p><strong>x</strong> – data point</p></li>
<li><p><strong>parameters</strong> – a list with 4 real values</p></li>
Sphinx documentation for ReadTheDocs site
2018-08-30 09:05:29 +04:00
</ul>
Documentation update
2020-08-19 00:06:41 +04:00
</dd>
<dt class="field-even">Returns</dt>
<dd class="field-even"><p>the membership value of x given the parameters</p>
</dd>
</dl>
Sphinx documentation for ReadTheDocs site
2018-08-30 09:05:29 +04:00
</dd></dl>
Documentation update
2020-08-19 00:06:41 +04:00
<dl class="py function">
Fixing documentation and type hints
2022-04-10 21:32:24 +04:00
<dt class="sig sig-object py" id="pyFTS.common.Membership.trimf">
<span class="sig-prename descclassname"><span class="pre">pyFTS.common.Membership.</span></span><span class="sig-name descname"><span class="pre">trimf</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">parameters</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/Membership.html#trimf"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyFTS.common.Membership.trimf" title="Permalink to this definition"></a></dt>
Sphinx documentation for ReadTheDocs site
2018-08-30 09:05:29 +04:00
<dd><p>Triangular fuzzy membership function</p>
Documentation update
2020-08-19 00:06:41 +04:00
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><ul class="simple">
<li><p><strong>x</strong> – data point</p></li>
<li><p><strong>parameters</strong> – a list with 3 real values</p></li>
Sphinx documentation for ReadTheDocs site
2018-08-30 09:05:29 +04:00
</ul>
Documentation update
2020-08-19 00:06:41 +04:00
</dd>
<dt class="field-even">Returns</dt>
<dd class="field-even"><p>the membership value of x given the parameters</p>
</dd>
</dl>
Sphinx documentation for ReadTheDocs site
2018-08-30 09:05:29 +04:00
</dd></dl>
Time Series sample classification infrastructure; WMVFTS is the first method with a functional implementation
2023-05-25 02:46:07 +04:00
</section>
<section id="module-pyFTS.common.SortedCollection">
Sphinx documentation for ReadTheDocs site
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<span id="pyfts-common-sortedcollection-module"></span><h2>pyFTS.common.SortedCollection module<a class="headerlink" href="#module-pyFTS.common.SortedCollection" title="Permalink to this headline"></a></h2>
Documentation update
2020-08-19 00:06:41 +04:00
<dl class="py class">
Fixing documentation and type hints
2022-04-10 21:32:24 +04:00
<dt class="sig sig-object py" id="pyFTS.common.SortedCollection.SortedCollection">
<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">pyFTS.common.SortedCollection.</span></span><span class="sig-name descname"><span class="pre">SortedCollection</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iterable</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">()</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">key</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/SortedCollection.html#SortedCollection"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyFTS.common.SortedCollection.SortedCollection" title="Permalink to this definition"></a></dt>
Time Series sample classification infrastructure; WMVFTS is the first method with a functional implementation
2023-05-25 02:46:07 +04:00
<dd><p>Bases: <a class="reference external" href="https://docs.python.org/3/library/functions.html#object" title="(in Python v3.11)"><code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></a></p>
Sphinx documentation for ReadTheDocs site
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<p>Sequence sorted by a key function.</p>
<p>SortedCollection() is much easier to work with than using bisect() directly.
It supports key functions like those use in sorted(), min(), and max().
The result of the key function call is saved so that keys can be searched
efficiently.</p>
<p>Instead of returning an insertion-point which can be hard to interpret, the
five find-methods return a specific item in the sequence. They can scan for
exact matches, the last item less-than-or-equal to a key, or the first item
greater-than-or-equal to a key.</p>
<p>Once found, an item’s ordinal position can be located with the index() method.
New items can be added with the insert() and insert_right() methods.
Old items can be deleted with the remove() method.</p>
<p>The usual sequence methods are provided to support indexing, slicing,
length lookup, clearing, copying, forward and reverse iteration, contains
checking, item counts, item removal, and a nice looking repr.</p>
<p>Finding and indexing are O(log n) operations while iteration and insertion
are O(n). The initial sort is O(n log n).</p>
<p>The key function is stored in the ‘key’ attibute for easy introspection or
so that you can assign a new key function (triggering an automatic re-sort).</p>
<p>In short, the class was designed to handle all of the common use cases for
bisect but with a simpler API and support for key functions.</p>
Time Series sample classification infrastructure; WMVFTS is the first method with a functional implementation
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<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">pprint</span> <span class="kn">import</span> <span class="n">pprint</span>
<span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">operator</span> <span class="kn">import</span> <span class="n">itemgetter</span>
Sphinx documentation for ReadTheDocs site
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</pre></div>
</div>
Documentation update
2020-08-19 00:06:41 +04:00
<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">s</span> <span class="o">=</span> <span class="n">SortedCollection</span><span class="p">(</span><span class="n">key</span><span class="o">=</span><span class="n">itemgetter</span><span class="p">(</span><span class="mi">2</span><span class="p">))</span>
Sphinx documentation for ReadTheDocs site
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<span class="gp">&gt;&gt;&gt; </span><span class="k">for</span> <span class="n">record</span> <span class="ow">in</span> <span class="p">[</span>
<span class="gp">... </span> <span class="p">(</span><span class="s1">&#39;roger&#39;</span><span class="p">,</span> <span class="s1">&#39;young&#39;</span><span class="p">,</span> <span class="mi">30</span><span class="p">),</span>
<span class="gp">... </span> <span class="p">(</span><span class="s1">&#39;angela&#39;</span><span class="p">,</span> <span class="s1">&#39;jones&#39;</span><span class="p">,</span> <span class="mi">28</span><span class="p">),</span>
<span class="gp">... </span> <span class="p">(</span><span class="s1">&#39;bill&#39;</span><span class="p">,</span> <span class="s1">&#39;smith&#39;</span><span class="p">,</span> <span class="mi">22</span><span class="p">),</span>
<span class="gp">... </span> <span class="p">(</span><span class="s1">&#39;david&#39;</span><span class="p">,</span> <span class="s1">&#39;thomas&#39;</span><span class="p">,</span> <span class="mi">32</span><span class="p">)]:</span>
<span class="gp">... </span> <span class="n">s</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="n">record</span><span class="p">)</span>
</pre></div>
</div>
Documentation update
2020-08-19 00:06:41 +04:00
<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">pprint</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="n">s</span><span class="p">))</span> <span class="c1"># show records sorted by age</span>
Sphinx documentation for ReadTheDocs site
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<span class="go">[(&#39;bill&#39;, &#39;smith&#39;, 22),</span>
<span class="go"> (&#39;angela&#39;, &#39;jones&#39;, 28),</span>
<span class="go"> (&#39;roger&#39;, &#39;young&#39;, 30),</span>
<span class="go"> (&#39;david&#39;, &#39;thomas&#39;, 32)]</span>
</pre></div>
</div>
Documentation update
2020-08-19 00:06:41 +04:00
<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">s</span><span class="o">.</span><span class="n">find_le</span><span class="p">(</span><span class="mi">29</span><span class="p">)</span> <span class="c1"># find oldest person aged 29 or younger</span>
Sphinx documentation for ReadTheDocs site
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<span class="go">(&#39;angela&#39;, &#39;jones&#39;, 28)</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">s</span><span class="o">.</span><span class="n">find_lt</span><span class="p">(</span><span class="mi">28</span><span class="p">)</span> <span class="c1"># find oldest person under 28</span>
<span class="go">(&#39;bill&#39;, &#39;smith&#39;, 22)</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">s</span><span class="o">.</span><span class="n">find_gt</span><span class="p">(</span><span class="mi">28</span><span class="p">)</span> <span class="c1"># find youngest person over 28</span>
<span class="go">(&#39;roger&#39;, &#39;young&#39;, 30)</span>
</pre></div>
</div>
Documentation update
2020-08-19 00:06:41 +04:00
<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">r</span> <span class="o">=</span> <span class="n">s</span><span class="o">.</span><span class="n">find_ge</span><span class="p">(</span><span class="mi">32</span><span class="p">)</span> <span class="c1"># find youngest person aged 32 or older</span>
Sphinx documentation for ReadTheDocs site
2018-08-30 09:05:29 +04:00
<span class="gp">&gt;&gt;&gt; </span><span class="n">s</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="n">r</span><span class="p">)</span> <span class="c1"># get the index of their record</span>
<span class="go">3</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">s</span><span class="p">[</span><span class="mi">3</span><span class="p">]</span> <span class="c1"># fetch the record at that index</span>
<span class="go">(&#39;david&#39;, &#39;thomas&#39;, 32)</span>
</pre></div>
</div>
Documentation update
2020-08-19 00:06:41 +04:00
<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">s</span><span class="o">.</span><span class="n">key</span> <span class="o">=</span> <span class="n">itemgetter</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span> <span class="c1"># now sort by first name</span>
Sphinx documentation for ReadTheDocs site
2018-08-30 09:05:29 +04:00
<span class="gp">&gt;&gt;&gt; </span><span class="n">pprint</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="n">s</span><span class="p">))</span>
<span class="go">[(&#39;angela&#39;, &#39;jones&#39;, 28),</span>
<span class="go"> (&#39;bill&#39;, &#39;smith&#39;, 22),</span>
<span class="go"> (&#39;david&#39;, &#39;thomas&#39;, 32),</span>
<span class="go"> (&#39;roger&#39;, &#39;young&#39;, 30)]</span>
</pre></div>
</div>
Documentation update
2020-08-19 00:06:41 +04:00
<dl class="py method">
Fixing documentation and type hints
2022-04-10 21:32:24 +04:00
<dt class="sig sig-object py" id="pyFTS.common.SortedCollection.SortedCollection.around">
<span class="sig-name descname"><span class="pre">around</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">k</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/SortedCollection.html#SortedCollection.around"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyFTS.common.SortedCollection.SortedCollection.around" title="Permalink to this definition"></a></dt>
Sphinx documentation for ReadTheDocs site
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<dd></dd></dl>
Documentation update
2020-08-19 00:06:41 +04:00
<dl class="py method">
Fixing documentation and type hints
2022-04-10 21:32:24 +04:00
<dt class="sig sig-object py" id="pyFTS.common.SortedCollection.SortedCollection.between">
<span class="sig-name descname"><span class="pre">between</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">ge</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">le</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/SortedCollection.html#SortedCollection.between"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyFTS.common.SortedCollection.SortedCollection.between" title="Permalink to this definition"></a></dt>
Sphinx documentation for ReadTheDocs site
2018-08-30 09:05:29 +04:00
<dd></dd></dl>
Documentation update
2020-08-19 00:06:41 +04:00
<dl class="py method">
Fixing documentation and type hints
2022-04-10 21:32:24 +04:00
<dt class="sig sig-object py" id="pyFTS.common.SortedCollection.SortedCollection.clear">
<span class="sig-name descname"><span class="pre">clear</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/SortedCollection.html#SortedCollection.clear"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyFTS.common.SortedCollection.SortedCollection.clear" title="Permalink to this definition"></a></dt>
Sphinx documentation for ReadTheDocs site
2018-08-30 09:05:29 +04:00
<dd></dd></dl>
Documentation update
2020-08-19 00:06:41 +04:00
<dl class="py method">
Fixing documentation and type hints
2022-04-10 21:32:24 +04:00
<dt class="sig sig-object py" id="pyFTS.common.SortedCollection.SortedCollection.copy">
<span class="sig-name descname"><span class="pre">copy</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/SortedCollection.html#SortedCollection.copy"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyFTS.common.SortedCollection.SortedCollection.copy" title="Permalink to this definition"></a></dt>
Sphinx documentation for ReadTheDocs site
2018-08-30 09:05:29 +04:00
<dd></dd></dl>
Documentation update
2020-08-19 00:06:41 +04:00
<dl class="py method">
Fixing documentation and type hints
2022-04-10 21:32:24 +04:00
<dt class="sig sig-object py" id="pyFTS.common.SortedCollection.SortedCollection.count">
<span class="sig-name descname"><span class="pre">count</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/SortedCollection.html#SortedCollection.count"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyFTS.common.SortedCollection.SortedCollection.count" title="Permalink to this definition"></a></dt>
Sphinx documentation for ReadTheDocs site
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<dd><p>Return number of occurrences of item</p>
</dd></dl>
Documentation update
2020-08-19 00:06:41 +04:00
<dl class="py method">
Fixing documentation and type hints
2022-04-10 21:32:24 +04:00
<dt class="sig sig-object py" id="pyFTS.common.SortedCollection.SortedCollection.find">
<span class="sig-name descname"><span class="pre">find</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">k</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/SortedCollection.html#SortedCollection.find"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyFTS.common.SortedCollection.SortedCollection.find" title="Permalink to this definition"></a></dt>
Sphinx documentation for ReadTheDocs site
2018-08-30 09:05:29 +04:00
<dd><p>Return first item with a key == k. Raise ValueError if not found.</p>
</dd></dl>
Documentation update
2020-08-19 00:06:41 +04:00
<dl class="py method">
Fixing documentation and type hints
2022-04-10 21:32:24 +04:00
<dt class="sig sig-object py" id="pyFTS.common.SortedCollection.SortedCollection.find_ge">
<span class="sig-name descname"><span class="pre">find_ge</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">k</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/SortedCollection.html#SortedCollection.find_ge"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyFTS.common.SortedCollection.SortedCollection.find_ge" title="Permalink to this definition"></a></dt>
Sphinx documentation for ReadTheDocs site
2018-08-30 09:05:29 +04:00
<dd><p>Return first item with a key &gt;= equal to k. Raise ValueError if not found</p>
</dd></dl>
Documentation update
2020-08-19 00:06:41 +04:00
<dl class="py method">
Fixing documentation and type hints
2022-04-10 21:32:24 +04:00
<dt class="sig sig-object py" id="pyFTS.common.SortedCollection.SortedCollection.find_gt">
<span class="sig-name descname"><span class="pre">find_gt</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">k</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/SortedCollection.html#SortedCollection.find_gt"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyFTS.common.SortedCollection.SortedCollection.find_gt" title="Permalink to this definition"></a></dt>
Sphinx documentation for ReadTheDocs site
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<dd><p>Return first item with a key &gt; k. Raise ValueError if not found</p>
</dd></dl>
Documentation update
2020-08-19 00:06:41 +04:00
<dl class="py method">
Fixing documentation and type hints
2022-04-10 21:32:24 +04:00
<dt class="sig sig-object py" id="pyFTS.common.SortedCollection.SortedCollection.find_le">
<span class="sig-name descname"><span class="pre">find_le</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">k</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/SortedCollection.html#SortedCollection.find_le"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyFTS.common.SortedCollection.SortedCollection.find_le" title="Permalink to this definition"></a></dt>
Sphinx documentation for ReadTheDocs site
2018-08-30 09:05:29 +04:00
<dd><p>Return last item with a key &lt;= k. Raise ValueError if not found.</p>
</dd></dl>
Documentation update
2020-08-19 00:06:41 +04:00
<dl class="py method">
Fixing documentation and type hints
2022-04-10 21:32:24 +04:00
<dt class="sig sig-object py" id="pyFTS.common.SortedCollection.SortedCollection.find_lt">
<span class="sig-name descname"><span class="pre">find_lt</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">k</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/SortedCollection.html#SortedCollection.find_lt"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyFTS.common.SortedCollection.SortedCollection.find_lt" title="Permalink to this definition"></a></dt>
Sphinx documentation for ReadTheDocs site
2018-08-30 09:05:29 +04:00
<dd><p>Return last item with a key &lt; k. Raise ValueError if not found.</p>
</dd></dl>
Documentation update
2020-08-19 00:06:41 +04:00
<dl class="py method">
Fixing documentation and type hints
2022-04-10 21:32:24 +04:00
<dt class="sig sig-object py" id="pyFTS.common.SortedCollection.SortedCollection.index">
<span class="sig-name descname"><span class="pre">index</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/SortedCollection.html#SortedCollection.index"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyFTS.common.SortedCollection.SortedCollection.index" title="Permalink to this definition"></a></dt>
Sphinx documentation for ReadTheDocs site
2018-08-30 09:05:29 +04:00
<dd><p>Find the position of an item. Raise ValueError if not found.</p>
</dd></dl>
Documentation update
2020-08-19 00:06:41 +04:00
<dl class="py method">
Fixing documentation and type hints
2022-04-10 21:32:24 +04:00
<dt class="sig sig-object py" id="pyFTS.common.SortedCollection.SortedCollection.insert">
<span class="sig-name descname"><span class="pre">insert</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/SortedCollection.html#SortedCollection.insert"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyFTS.common.SortedCollection.SortedCollection.insert" title="Permalink to this definition"></a></dt>
Sphinx documentation for ReadTheDocs site
2018-08-30 09:05:29 +04:00
<dd><p>Insert a new item. If equal keys are found, add to the left</p>
</dd></dl>
Documentation update
2020-08-19 00:06:41 +04:00
<dl class="py method">
Fixing documentation and type hints
2022-04-10 21:32:24 +04:00
<dt class="sig sig-object py" id="pyFTS.common.SortedCollection.SortedCollection.insert_right">
<span class="sig-name descname"><span class="pre">insert_right</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/SortedCollection.html#SortedCollection.insert_right"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyFTS.common.SortedCollection.SortedCollection.insert_right" title="Permalink to this definition"></a></dt>
Sphinx documentation for ReadTheDocs site
2018-08-30 09:05:29 +04:00
<dd><p>Insert a new item. If equal keys are found, add to the right</p>
</dd></dl>
Documentation update
2020-08-19 00:06:41 +04:00
<dl class="py method">
Fixing documentation and type hints
2022-04-10 21:32:24 +04:00
<dt class="sig sig-object py" id="pyFTS.common.SortedCollection.SortedCollection.inside">
<span class="sig-name descname"><span class="pre">inside</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">ge</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">le</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/SortedCollection.html#SortedCollection.inside"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyFTS.common.SortedCollection.SortedCollection.inside" title="Permalink to this definition"></a></dt>
Sphinx documentation for ReadTheDocs site
2018-08-30 09:05:29 +04:00
<dd></dd></dl>
Fixing documentation and type hints
2022-04-10 21:32:24 +04:00
<dl class="py property">
<dt class="sig sig-object py" id="pyFTS.common.SortedCollection.SortedCollection.key">
<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">key</span></span><a class="headerlink" href="#pyFTS.common.SortedCollection.SortedCollection.key" title="Permalink to this definition"></a></dt>
Sphinx documentation for ReadTheDocs site
2018-08-30 09:05:29 +04:00
<dd><p>key function</p>
</dd></dl>
Documentation update
2020-08-19 00:06:41 +04:00
<dl class="py method">
Fixing documentation and type hints
2022-04-10 21:32:24 +04:00
<dt class="sig sig-object py" id="pyFTS.common.SortedCollection.SortedCollection.remove">
<span class="sig-name descname"><span class="pre">remove</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/SortedCollection.html#SortedCollection.remove"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyFTS.common.SortedCollection.SortedCollection.remove" title="Permalink to this definition"></a></dt>
Sphinx documentation for ReadTheDocs site
2018-08-30 09:05:29 +04:00
<dd><p>Remove first occurence of item. Raise ValueError if not found</p>
</dd></dl>
</dd></dl>
Time Series sample classification infrastructure; WMVFTS is the first method with a functional implementation
2023-05-25 02:46:07 +04:00
</section>
<section id="pyfts-common-util-module">
<h2>pyFTS.common.Util module<a class="headerlink" href="#pyfts-common-util-module" title="Permalink to this headline"></a></h2>
</section>
<section id="module-pyFTS.common.flrg">
Smooting transformations
2021-01-13 00:40:21 +04:00
<span id="pyfts-common-flrg-module"></span><h2>pyFTS.common.flrg module<a class="headerlink" href="#module-pyFTS.common.flrg" title="Permalink to this headline"></a></h2>
<dl class="py class">
Fixing documentation and type hints
2022-04-10 21:32:24 +04:00
<dt class="sig sig-object py" id="pyFTS.common.flrg.FLRG">
<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">pyFTS.common.flrg.</span></span><span class="sig-name descname"><span class="pre">FLRG</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">order</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/flrg.html#FLRG"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyFTS.common.flrg.FLRG" title="Permalink to this definition"></a></dt>
Time Series sample classification infrastructure; WMVFTS is the first method with a functional implementation
2023-05-25 02:46:07 +04:00
<dd><p>Bases: <a class="reference external" href="https://docs.python.org/3/library/functions.html#object" title="(in Python v3.11)"><code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></a></p>
Smooting transformations
2021-01-13 00:40:21 +04:00
<p>Fuzzy Logical Relationship Group</p>
<p>Group a set of FLR’s with the same LHS. Represents the temporal patterns for time t+1 (the RHS fuzzy sets)
when the LHS pattern is identified on time t.</p>
Documentation update
2020-08-19 00:06:41 +04:00
<dl class="py attribute">
Fixing documentation and type hints
2022-04-10 21:32:24 +04:00
<dt class="sig sig-object py" id="pyFTS.common.flrg.FLRG.LHS">
<span class="sig-name descname"><span class="pre">LHS</span></span><a class="headerlink" href="#pyFTS.common.flrg.FLRG.LHS" title="Permalink to this definition"></a></dt>
Smooting transformations
2021-01-13 00:40:21 +04:00
<dd><p>Left Hand Side of the rule</p>
Documentation update
2020-08-19 00:06:41 +04:00
</dd></dl>
<dl class="py attribute">
Fixing documentation and type hints
2022-04-10 21:32:24 +04:00
<dt class="sig sig-object py" id="pyFTS.common.flrg.FLRG.RHS">
<span class="sig-name descname"><span class="pre">RHS</span></span><a class="headerlink" href="#pyFTS.common.flrg.FLRG.RHS" title="Permalink to this definition"></a></dt>
Smooting transformations
2021-01-13 00:40:21 +04:00
<dd><p>Right Hand Side of the rule</p>
Documentation update
2020-08-19 00:06:41 +04:00
</dd></dl>
<dl class="py method">
Fixing documentation and type hints
2022-04-10 21:32:24 +04:00
<dt class="sig sig-object py" id="pyFTS.common.flrg.FLRG.append_rhs">
<span class="sig-name descname"><span class="pre">append_rhs</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">set</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/flrg.html#FLRG.append_rhs"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyFTS.common.flrg.FLRG.append_rhs" title="Permalink to this definition"></a></dt>
New benchmarks.Tests module; Improvements on forecast_ahead_* function; Documentation update
2019-06-06 18:04:20 +04:00
<dd></dd></dl>
Sphinx documentation for ReadTheDocs site
2018-08-30 09:05:29 +04:00
Documentation update
2020-08-19 00:06:41 +04:00
<dl class="py method">
Fixing documentation and type hints
2022-04-10 21:32:24 +04:00
<dt class="sig sig-object py" id="pyFTS.common.flrg.FLRG.get_key">
<span class="sig-name descname"><span class="pre">get_key</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/flrg.html#FLRG.get_key"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyFTS.common.flrg.FLRG.get_key" title="Permalink to this definition"></a></dt>
Smooting transformations
2021-01-13 00:40:21 +04:00
<dd><p>Returns a unique identifier for this FLRG</p>
Sphinx documentation for ReadTheDocs site
2018-08-30 09:05:29 +04:00
</dd></dl>
Documentation update
2020-08-19 00:06:41 +04:00
<dl class="py method">
Fixing documentation and type hints
2022-04-10 21:32:24 +04:00
<dt class="sig sig-object py" id="pyFTS.common.flrg.FLRG.get_lower">
<span class="sig-name descname"><span class="pre">get_lower</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">sets</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/flrg.html#FLRG.get_lower"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyFTS.common.flrg.FLRG.get_lower" title="Permalink to this definition"></a></dt>
Smooting transformations
2021-01-13 00:40:21 +04:00
<dd><p>Returns the lower bound value for the RHS fuzzy sets</p>
Documentation update
2020-08-19 00:06:41 +04:00
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
Smooting transformations
2021-01-13 00:40:21 +04:00
<dd class="field-odd"><p><strong>sets</strong> – fuzzy sets</p>
Documentation update
2020-08-19 00:06:41 +04:00
</dd>
<dt class="field-even">Returns</dt>
Smooting transformations
2021-01-13 00:40:21 +04:00
<dd class="field-even"><p>lower bound value</p>
Documentation update
2020-08-19 00:06:41 +04:00
</dd>
</dl>
Updating documentation
2018-12-12 00:27:18 +04:00
</dd></dl>
step_to parameter in predict function
2020-11-23 22:25:14 +04:00
<dl class="py method">
Fixing documentation and type hints
2022-04-10 21:32:24 +04:00
<dt class="sig sig-object py" id="pyFTS.common.flrg.FLRG.get_membership">
<span class="sig-name descname"><span class="pre">get_membership</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sets</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/flrg.html#FLRG.get_membership"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyFTS.common.flrg.FLRG.get_membership" title="Permalink to this definition"></a></dt>
Smooting transformations
2021-01-13 00:40:21 +04:00
<dd><p>Returns the membership value of the FLRG for the input data</p>
step_to parameter in predict function
2020-11-23 22:25:14 +04:00
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><ul class="simple">
Smooting transformations
2021-01-13 00:40:21 +04:00
<li><p><strong>data</strong> – input data</p></li>
<li><p><strong>sets</strong> – fuzzy sets</p></li>
step_to parameter in predict function
2020-11-23 22:25:14 +04:00
</ul>
</dd>
<dt class="field-even">Returns</dt>
Smooting transformations
2021-01-13 00:40:21 +04:00
<dd class="field-even"><p>the membership value</p>
step_to parameter in predict function
2020-11-23 22:25:14 +04:00
</dd>
</dl>
</dd></dl>
Documentation update
2020-08-19 00:06:41 +04:00
<dl class="py method">
Fixing documentation and type hints
2022-04-10 21:32:24 +04:00
<dt class="sig sig-object py" id="pyFTS.common.flrg.FLRG.get_midpoint">
<span class="sig-name descname"><span class="pre">get_midpoint</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">sets</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/flrg.html#FLRG.get_midpoint"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyFTS.common.flrg.FLRG.get_midpoint" title="Permalink to this definition"></a></dt>
Smooting transformations
2021-01-13 00:40:21 +04:00
<dd><p>Returns the midpoint value for the RHS fuzzy sets</p>
Documentation update
2020-08-19 00:06:41 +04:00
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
Smooting transformations
2021-01-13 00:40:21 +04:00
<dd class="field-odd"><p><strong>sets</strong> – fuzzy sets</p>
Documentation update
2020-08-19 00:06:41 +04:00
</dd>
<dt class="field-even">Returns</dt>
Smooting transformations
2021-01-13 00:40:21 +04:00
<dd class="field-even"><p>the midpoint value</p>
Documentation update
2020-08-19 00:06:41 +04:00
</dd>
</dl>
</dd></dl>
<dl class="py method">
Fixing documentation and type hints
2022-04-10 21:32:24 +04:00
<dt class="sig sig-object py" id="pyFTS.common.flrg.FLRG.get_midpoints">
<span class="sig-name descname"><span class="pre">get_midpoints</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">sets</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/flrg.html#FLRG.get_midpoints"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyFTS.common.flrg.FLRG.get_midpoints" title="Permalink to this definition"></a></dt>
Documentation update
2020-08-19 00:06:41 +04:00
<dd></dd></dl>
<dl class="py method">
Fixing documentation and type hints
2022-04-10 21:32:24 +04:00
<dt class="sig sig-object py" id="pyFTS.common.flrg.FLRG.get_upper">
<span class="sig-name descname"><span class="pre">get_upper</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">sets</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/flrg.html#FLRG.get_upper"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyFTS.common.flrg.FLRG.get_upper" title="Permalink to this definition"></a></dt>
Smooting transformations
2021-01-13 00:40:21 +04:00
<dd><p>Returns the upper bound value for the RHS fuzzy sets</p>
Documentation update
2020-08-19 00:06:41 +04:00
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
Smooting transformations
2021-01-13 00:40:21 +04:00
<dd class="field-odd"><p><strong>sets</strong> – fuzzy sets</p>
Documentation update
2020-08-19 00:06:41 +04:00
</dd>
<dt class="field-even">Returns</dt>
Smooting transformations
2021-01-13 00:40:21 +04:00
<dd class="field-even"><p>upper bound value</p>
Documentation update
2020-08-19 00:06:41 +04:00
</dd>
</dl>
Single partitioner; documentation update
2018-12-13 01:35:02 +04:00
</dd></dl>
Documentation update
2020-08-19 00:06:41 +04:00
<dl class="py attribute">
Fixing documentation and type hints
2022-04-10 21:32:24 +04:00
<dt class="sig sig-object py" id="pyFTS.common.flrg.FLRG.order">
<span class="sig-name descname"><span class="pre">order</span></span><a class="headerlink" href="#pyFTS.common.flrg.FLRG.order" title="Permalink to this definition"></a></dt>
Smooting transformations
2021-01-13 00:40:21 +04:00
<dd><p>Number of lags on LHS</p>
standard_horizon feature included in FTS
2020-11-25 18:53:18 +04:00
</dd></dl>
Documentation update
2020-08-19 00:06:41 +04:00
<dl class="py method">
Fixing documentation and type hints
2022-04-10 21:32:24 +04:00
<dt class="sig sig-object py" id="pyFTS.common.flrg.FLRG.reset_calculated_values">
<span class="sig-name descname"><span class="pre">reset_calculated_values</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/flrg.html#FLRG.reset_calculated_values"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyFTS.common.flrg.FLRG.reset_calculated_values" title="Permalink to this definition"></a></dt>
Smooting transformations
2021-01-13 00:40:21 +04:00
<dd></dd></dl>
Sphinx documentation for ReadTheDocs site
2018-08-30 09:05:29 +04:00
</dd></dl>
Time Series sample classification infrastructure; WMVFTS is the first method with a functional implementation
2023-05-25 02:46:07 +04:00
</section>
<section id="pyfts-common-fts-module">
<h2>pyFTS.common.fts module<a class="headerlink" href="#pyfts-common-fts-module" title="Permalink to this headline"></a></h2>
</section>
<section id="module-pyFTS.common.tree">
Sphinx documentation for ReadTheDocs site
2018-08-30 09:05:29 +04:00
<span id="pyfts-common-tree-module"></span><h2>pyFTS.common.tree module<a class="headerlink" href="#module-pyFTS.common.tree" title="Permalink to this headline"></a></h2>
<p>Tree data structure</p>
Documentation update
2020-08-19 00:06:41 +04:00
<dl class="py class">
Fixing documentation and type hints
2022-04-10 21:32:24 +04:00
<dt class="sig sig-object py" id="pyFTS.common.tree.FLRGTree">
<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">pyFTS.common.tree.</span></span><span class="sig-name descname"><span class="pre">FLRGTree</span></span><a class="reference internal" href="_modules/pyFTS/common/tree.html#FLRGTree"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyFTS.common.tree.FLRGTree" title="Permalink to this definition"></a></dt>
Time Series sample classification infrastructure; WMVFTS is the first method with a functional implementation
2023-05-25 02:46:07 +04:00
<dd><p>Bases: <a class="reference external" href="https://docs.python.org/3/library/functions.html#object" title="(in Python v3.11)"><code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></a></p>
Sphinx documentation for ReadTheDocs site
2018-08-30 09:05:29 +04:00
<p>Represents a FLRG set with a tree structure</p>
</dd></dl>
Documentation update
2020-08-19 00:06:41 +04:00
<dl class="py class">
Fixing documentation and type hints
2022-04-10 21:32:24 +04:00
<dt class="sig sig-object py" id="pyFTS.common.tree.FLRGTreeNode">
<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">pyFTS.common.tree.</span></span><span class="sig-name descname"><span class="pre">FLRGTreeNode</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">value</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/tree.html#FLRGTreeNode"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyFTS.common.tree.FLRGTreeNode" title="Permalink to this definition"></a></dt>
Time Series sample classification infrastructure; WMVFTS is the first method with a functional implementation
2023-05-25 02:46:07 +04:00
<dd><p>Bases: <a class="reference external" href="https://docs.python.org/3/library/functions.html#object" title="(in Python v3.11)"><code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></a></p>
Sphinx documentation for ReadTheDocs site
2018-08-30 09:05:29 +04:00
<p>Tree node for</p>
Documentation update
2020-08-19 00:06:41 +04:00
<dl class="py method">
Fixing documentation and type hints
2022-04-10 21:32:24 +04:00
<dt class="sig sig-object py" id="pyFTS.common.tree.FLRGTreeNode.appendChild">
<span class="sig-name descname"><span class="pre">appendChild</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">child</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/tree.html#FLRGTreeNode.appendChild"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyFTS.common.tree.FLRGTreeNode.appendChild" title="Permalink to this definition"></a></dt>
Sphinx documentation for ReadTheDocs site
2018-08-30 09:05:29 +04:00
<dd></dd></dl>
Documentation update
2020-08-19 00:06:41 +04:00
<dl class="py method">
Fixing documentation and type hints
2022-04-10 21:32:24 +04:00
<dt class="sig sig-object py" id="pyFTS.common.tree.FLRGTreeNode.getChildren">
<span class="sig-name descname"><span class="pre">getChildren</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/tree.html#FLRGTreeNode.getChildren"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyFTS.common.tree.FLRGTreeNode.getChildren" title="Permalink to this definition"></a></dt>
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<dd></dd></dl>
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<dl class="py method">
Fixing documentation and type hints
2022-04-10 21:32:24 +04:00
<dt class="sig sig-object py" id="pyFTS.common.tree.FLRGTreeNode.getStr">
<span class="sig-name descname"><span class="pre">getStr</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">k</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/tree.html#FLRGTreeNode.getStr"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyFTS.common.tree.FLRGTreeNode.getStr" title="Permalink to this definition"></a></dt>
Sphinx documentation for ReadTheDocs site
2018-08-30 09:05:29 +04:00
<dd></dd></dl>
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<dl class="py method">
Fixing documentation and type hints
2022-04-10 21:32:24 +04:00
<dt class="sig sig-object py" id="pyFTS.common.tree.FLRGTreeNode.paths">
<span class="sig-name descname"><span class="pre">paths</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">acc</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">[]</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/tree.html#FLRGTreeNode.paths"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyFTS.common.tree.FLRGTreeNode.paths" title="Permalink to this definition"></a></dt>
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2018-08-30 09:05:29 +04:00
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</dd></dl>
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<dl class="py function">
Fixing documentation and type hints
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<dt class="sig sig-object py" id="pyFTS.common.tree.build_tree_without_order">
<span class="sig-prename descclassname"><span class="pre">pyFTS.common.tree.</span></span><span class="sig-name descname"><span class="pre">build_tree_without_order</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">node</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lags</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">level</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/tree.html#build_tree_without_order"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyFTS.common.tree.build_tree_without_order" title="Permalink to this definition"></a></dt>
Sphinx documentation for ReadTheDocs site
2018-08-30 09:05:29 +04:00
<dd></dd></dl>
Documentation update
2020-08-19 00:06:41 +04:00
<dl class="py function">
Fixing documentation and type hints
2022-04-10 21:32:24 +04:00
<dt class="sig sig-object py" id="pyFTS.common.tree.flat">
<span class="sig-prename descclassname"><span class="pre">pyFTS.common.tree.</span></span><span class="sig-name descname"><span class="pre">flat</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">dados</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/tree.html#flat"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyFTS.common.tree.flat" title="Permalink to this definition"></a></dt>
Sphinx documentation for ReadTheDocs site
2018-08-30 09:05:29 +04:00
<dd></dd></dl>
Time Series sample classification infrastructure; WMVFTS is the first method with a functional implementation
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</section>
</section>
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Time Series sample classification infrastructure; WMVFTS is the first method with a functional implementation
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<h3><a href="index.html">Table of Contents</a></h3>
<ul>
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<li><a class="reference internal" href="#">pyFTS.common package</a><ul>
<li><a class="reference internal" href="#module-pyFTS.common">Module contents</a></li>
<li><a class="reference internal" href="#submodules">Submodules</a></li>
Time Series sample classification infrastructure; WMVFTS is the first method with a functional implementation
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<li><a class="reference internal" href="#module-pyFTS.common.Activations">pyFTS.common.Activations module</a></li>
Documentation update
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<li><a class="reference internal" href="#module-pyFTS.common.Composite">pyFTS.common.Composite module</a></li>
<li><a class="reference internal" href="#module-pyFTS.common.FLR">pyFTS.common.FLR module</a></li>
<li><a class="reference internal" href="#module-pyFTS.common.FuzzySet">pyFTS.common.FuzzySet module</a></li>
<li><a class="reference internal" href="#module-pyFTS.common.Membership">pyFTS.common.Membership module</a></li>
<li><a class="reference internal" href="#module-pyFTS.common.SortedCollection">pyFTS.common.SortedCollection module</a></li>
Time Series sample classification infrastructure; WMVFTS is the first method with a functional implementation
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<li><a class="reference internal" href="#pyfts-common-util-module">pyFTS.common.Util module</a></li>
Documentation update
2020-08-19 00:06:41 +04:00
<li><a class="reference internal" href="#module-pyFTS.common.flrg">pyFTS.common.flrg module</a></li>
Time Series sample classification infrastructure; WMVFTS is the first method with a functional implementation
2023-05-25 02:46:07 +04:00
<li><a class="reference internal" href="#pyfts-common-fts-module">pyFTS.common.fts module</a></li>
Documentation update
2020-08-19 00:06:41 +04:00
<li><a class="reference internal" href="#module-pyFTS.common.tree">pyFTS.common.tree module</a></li>
</ul>
</li>
</ul>
Time Series sample classification infrastructure; WMVFTS is the first method with a functional implementation
2023-05-25 02:46:07 +04:00
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title="next chapter">pyFTS.common.transformations package</a></p>
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&#169; Copyright 2022, Machine Intelligence and Data Science Laboratory - UFMG - Brazil.
Time Series sample classification infrastructure; WMVFTS is the first method with a functional implementation
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