<spanid="pyfts-models-ensemble-ensemble-module"></span><h2>pyFTS.models.ensemble.ensemble module<aclass="headerlink"href="#module-pyFTS.models.ensemble.ensemble"title="Permalink to this headline">¶</a></h2>
<emclass="property">class </em><codeclass="descclassname">pyFTS.models.ensemble.ensemble.</code><codeclass="descname">AllMethodEnsembleFTS</code><spanclass="sig-paren">(</span><em>**kwargs</em><spanclass="sig-paren">)</span><aclass="reference internal"href="_modules/pyFTS/models/ensemble/ensemble.html#AllMethodEnsembleFTS"><spanclass="viewcode-link">[source]</span></a><aclass="headerlink"href="#pyFTS.models.ensemble.ensemble.AllMethodEnsembleFTS"title="Permalink to this definition">¶</a></dt>
<codeclass="descname">set_transformations</code><spanclass="sig-paren">(</span><em>model</em><spanclass="sig-paren">)</span><aclass="reference internal"href="_modules/pyFTS/models/ensemble/ensemble.html#AllMethodEnsembleFTS.set_transformations"><spanclass="viewcode-link">[source]</span></a><aclass="headerlink"href="#pyFTS.models.ensemble.ensemble.AllMethodEnsembleFTS.set_transformations"title="Permalink to this definition">¶</a></dt>
<codeclass="descname">train</code><spanclass="sig-paren">(</span><em>data</em>, <em>**kwargs</em><spanclass="sig-paren">)</span><aclass="reference internal"href="_modules/pyFTS/models/ensemble/ensemble.html#AllMethodEnsembleFTS.train"><spanclass="viewcode-link">[source]</span></a><aclass="headerlink"href="#pyFTS.models.ensemble.ensemble.AllMethodEnsembleFTS.train"title="Permalink to this definition">¶</a></dt>
<emclass="property">class </em><codeclass="descclassname">pyFTS.models.ensemble.ensemble.</code><codeclass="descname">EnsembleFTS</code><spanclass="sig-paren">(</span><em>**kwargs</em><spanclass="sig-paren">)</span><aclass="reference internal"href="_modules/pyFTS/models/ensemble/ensemble.html#EnsembleFTS"><spanclass="viewcode-link">[source]</span></a><aclass="headerlink"href="#pyFTS.models.ensemble.ensemble.EnsembleFTS"title="Permalink to this definition">¶</a></dt>
<codeclass="descname">alpha</code><emclass="property"> = None</em><aclass="headerlink"href="#pyFTS.models.ensemble.ensemble.EnsembleFTS.alpha"title="Permalink to this definition">¶</a></dt>
<codeclass="descname">append_model</code><spanclass="sig-paren">(</span><em>model</em><spanclass="sig-paren">)</span><aclass="reference internal"href="_modules/pyFTS/models/ensemble/ensemble.html#EnsembleFTS.append_model"><spanclass="viewcode-link">[source]</span></a><aclass="headerlink"href="#pyFTS.models.ensemble.ensemble.EnsembleFTS.append_model"title="Permalink to this definition">¶</a></dt>
<codeclass="descname">forecast</code><spanclass="sig-paren">(</span><em>data</em>, <em>**kwargs</em><spanclass="sig-paren">)</span><aclass="reference internal"href="_modules/pyFTS/models/ensemble/ensemble.html#EnsembleFTS.forecast"><spanclass="viewcode-link">[source]</span></a><aclass="headerlink"href="#pyFTS.models.ensemble.ensemble.EnsembleFTS.forecast"title="Permalink to this definition">¶</a></dt>
<codeclass="descname">forecast_ahead_distribution</code><spanclass="sig-paren">(</span><em>data</em>, <em>steps</em>, <em>**kwargs</em><spanclass="sig-paren">)</span><aclass="reference internal"href="_modules/pyFTS/models/ensemble/ensemble.html#EnsembleFTS.forecast_ahead_distribution"><spanclass="viewcode-link">[source]</span></a><aclass="headerlink"href="#pyFTS.models.ensemble.ensemble.EnsembleFTS.forecast_ahead_distribution"title="Permalink to this definition">¶</a></dt>
<li><strong>data</strong>– time series data with the minimal length equal to the max_lag of the model</li>
<li><strong>steps</strong>– the number of steps ahead to forecast</li>
<li><strong>kwargs</strong>– model specific parameters</li>
</ul>
</td>
</tr>
<trclass="field-even field"><thclass="field-name">Returns:</th><tdclass="field-body"><pclass="first last">a list with the forecasted Probability Distributions</p>
<codeclass="descname">forecast_ahead_interval</code><spanclass="sig-paren">(</span><em>data</em>, <em>steps</em>, <em>**kwargs</em><spanclass="sig-paren">)</span><aclass="reference internal"href="_modules/pyFTS/models/ensemble/ensemble.html#EnsembleFTS.forecast_ahead_interval"><spanclass="viewcode-link">[source]</span></a><aclass="headerlink"href="#pyFTS.models.ensemble.ensemble.EnsembleFTS.forecast_ahead_interval"title="Permalink to this definition">¶</a></dt>
<codeclass="descname">forecast_distribution</code><spanclass="sig-paren">(</span><em>data</em>, <em>**kwargs</em><spanclass="sig-paren">)</span><aclass="reference internal"href="_modules/pyFTS/models/ensemble/ensemble.html#EnsembleFTS.forecast_distribution"><spanclass="viewcode-link">[source]</span></a><aclass="headerlink"href="#pyFTS.models.ensemble.ensemble.EnsembleFTS.forecast_distribution"title="Permalink to this definition">¶</a></dt>
<trclass="field-even field"><thclass="field-name">Returns:</th><tdclass="field-body"><pclass="first last">a list with probabilistic.ProbabilityDistribution objects representing the forecasted Probability Distributions</p>
<codeclass="descname">forecast_interval</code><spanclass="sig-paren">(</span><em>data</em>, <em>**kwargs</em><spanclass="sig-paren">)</span><aclass="reference internal"href="_modules/pyFTS/models/ensemble/ensemble.html#EnsembleFTS.forecast_interval"><spanclass="viewcode-link">[source]</span></a><aclass="headerlink"href="#pyFTS.models.ensemble.ensemble.EnsembleFTS.forecast_interval"title="Permalink to this definition">¶</a></dt>
<codeclass="descname">get_distribution_interquantile</code><spanclass="sig-paren">(</span><em>forecasts</em>, <em>alpha</em><spanclass="sig-paren">)</span><aclass="reference internal"href="_modules/pyFTS/models/ensemble/ensemble.html#EnsembleFTS.get_distribution_interquantile"><spanclass="viewcode-link">[source]</span></a><aclass="headerlink"href="#pyFTS.models.ensemble.ensemble.EnsembleFTS.get_distribution_interquantile"title="Permalink to this definition">¶</a></dt>
<codeclass="descname">get_interval</code><spanclass="sig-paren">(</span><em>forecasts</em><spanclass="sig-paren">)</span><aclass="reference internal"href="_modules/pyFTS/models/ensemble/ensemble.html#EnsembleFTS.get_interval"><spanclass="viewcode-link">[source]</span></a><aclass="headerlink"href="#pyFTS.models.ensemble.ensemble.EnsembleFTS.get_interval"title="Permalink to this definition">¶</a></dt>
<codeclass="descname">get_models_forecasts</code><spanclass="sig-paren">(</span><em>data</em><spanclass="sig-paren">)</span><aclass="reference internal"href="_modules/pyFTS/models/ensemble/ensemble.html#EnsembleFTS.get_models_forecasts"><spanclass="viewcode-link">[source]</span></a><aclass="headerlink"href="#pyFTS.models.ensemble.ensemble.EnsembleFTS.get_models_forecasts"title="Permalink to this definition">¶</a></dt>
<codeclass="descname">get_point</code><spanclass="sig-paren">(</span><em>forecasts</em>, <em>**kwargs</em><spanclass="sig-paren">)</span><aclass="reference internal"href="_modules/pyFTS/models/ensemble/ensemble.html#EnsembleFTS.get_point"><spanclass="viewcode-link">[source]</span></a><aclass="headerlink"href="#pyFTS.models.ensemble.ensemble.EnsembleFTS.get_point"title="Permalink to this definition">¶</a></dt>
<codeclass="descname">interval_method</code><emclass="property"> = None</em><aclass="headerlink"href="#pyFTS.models.ensemble.ensemble.EnsembleFTS.interval_method"title="Permalink to this definition">¶</a></dt>
<dd><p>The method used to mix the several model’s forecasts into a interval forecast. Options: quantile, extremum, normal</p>
<codeclass="descname">models</code><emclass="property"> = None</em><aclass="headerlink"href="#pyFTS.models.ensemble.ensemble.EnsembleFTS.models"title="Permalink to this definition">¶</a></dt>
<dd><p>A list of FTS models, the ensemble components</p>
<codeclass="descname">parameters</code><emclass="property"> = None</em><aclass="headerlink"href="#pyFTS.models.ensemble.ensemble.EnsembleFTS.parameters"title="Permalink to this definition">¶</a></dt>
<dd><p>A list with the parameters for each component model</p>
<codeclass="descname">point_method</code><emclass="property"> = None</em><aclass="headerlink"href="#pyFTS.models.ensemble.ensemble.EnsembleFTS.point_method"title="Permalink to this definition">¶</a></dt>
<codeclass="descname">train</code><spanclass="sig-paren">(</span><em>data</em>, <em>**kwargs</em><spanclass="sig-paren">)</span><aclass="reference internal"href="_modules/pyFTS/models/ensemble/ensemble.html#EnsembleFTS.train"><spanclass="viewcode-link">[source]</span></a><aclass="headerlink"href="#pyFTS.models.ensemble.ensemble.EnsembleFTS.train"title="Permalink to this definition">¶</a></dt>
<trclass="field-odd field"><thclass="field-name">Parameters:</th><tdclass="field-body"><ulclass="first last simple">
<li><strong>data</strong>– training time series data</li>
<li><strong>kwargs</strong>– Method specific parameters</li>
</ul>
</td>
</tr>
</tbody>
</table>
</dd></dl>
</dd></dl>
<dlclass="function">
<dtid="pyFTS.models.ensemble.ensemble.sampler">
<codeclass="descclassname">pyFTS.models.ensemble.ensemble.</code><codeclass="descname">sampler</code><spanclass="sig-paren">(</span><em>data</em>, <em>quantiles</em><spanclass="sig-paren">)</span><aclass="reference internal"href="_modules/pyFTS/models/ensemble/ensemble.html#sampler"><spanclass="viewcode-link">[source]</span></a><aclass="headerlink"href="#pyFTS.models.ensemble.ensemble.sampler"title="Permalink to this definition">¶</a></dt>
<spanid="pyfts-models-ensemble-multiseasonal-module"></span><h2>pyFTS.models.ensemble.multiseasonal module<aclass="headerlink"href="#module-pyFTS.models.ensemble.multiseasonal"title="Permalink to this headline">¶</a></h2>
<emclass="property">class </em><codeclass="descclassname">pyFTS.models.ensemble.multiseasonal.</code><codeclass="descname">SeasonalEnsembleFTS</code><spanclass="sig-paren">(</span><em>name</em>, <em>**kwargs</em><spanclass="sig-paren">)</span><aclass="reference internal"href="_modules/pyFTS/models/ensemble/multiseasonal.html#SeasonalEnsembleFTS"><spanclass="viewcode-link">[source]</span></a><aclass="headerlink"href="#pyFTS.models.ensemble.multiseasonal.SeasonalEnsembleFTS"title="Permalink to this definition">¶</a></dt>
<codeclass="descname">forecast_distribution</code><spanclass="sig-paren">(</span><em>data</em>, <em>**kwargs</em><spanclass="sig-paren">)</span><aclass="reference internal"href="_modules/pyFTS/models/ensemble/multiseasonal.html#SeasonalEnsembleFTS.forecast_distribution"><spanclass="viewcode-link">[source]</span></a><aclass="headerlink"href="#pyFTS.models.ensemble.multiseasonal.SeasonalEnsembleFTS.forecast_distribution"title="Permalink to this definition">¶</a></dt>
<trclass="field-even field"><thclass="field-name">Returns:</th><tdclass="field-body"><pclass="first last">a list with probabilistic.ProbabilityDistribution objects representing the forecasted Probability Distributions</p>
<codeclass="descname">train</code><spanclass="sig-paren">(</span><em>data</em>, <em>**kwargs</em><spanclass="sig-paren">)</span><aclass="reference internal"href="_modules/pyFTS/models/ensemble/multiseasonal.html#SeasonalEnsembleFTS.train"><spanclass="viewcode-link">[source]</span></a><aclass="headerlink"href="#pyFTS.models.ensemble.multiseasonal.SeasonalEnsembleFTS.train"title="Permalink to this definition">¶</a></dt>
<codeclass="descname">update_uod</code><spanclass="sig-paren">(</span><em>data</em><spanclass="sig-paren">)</span><aclass="reference internal"href="_modules/pyFTS/models/ensemble/multiseasonal.html#SeasonalEnsembleFTS.update_uod"><spanclass="viewcode-link">[source]</span></a><aclass="headerlink"href="#pyFTS.models.ensemble.multiseasonal.SeasonalEnsembleFTS.update_uod"title="Permalink to this definition">¶</a></dt>
<codeclass="descclassname">pyFTS.models.ensemble.multiseasonal.</code><codeclass="descname">train_individual_model</code><spanclass="sig-paren">(</span><em>partitioner</em>, <em>train_data</em>, <em>indexer</em><spanclass="sig-paren">)</span><aclass="reference internal"href="_modules/pyFTS/models/ensemble/multiseasonal.html#train_individual_model"><spanclass="viewcode-link">[source]</span></a><aclass="headerlink"href="#pyFTS.models.ensemble.multiseasonal.train_individual_model"title="Permalink to this definition">¶</a></dt>
<spanid="module-contents"></span><h2>Module contents<aclass="headerlink"href="#module-pyFTS.models.ensemble"title="Permalink to this headline">¶</a></h2>