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API Reference — scikit-multiflow 0.5.3 documentation.htm
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<title>API Reference — scikit-multiflow 0.5.3 documentation</title>
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<div class="section" id="api-reference">
<h1>API Reference<a class="headerlink" href="#api-reference" title="Permalink to this headline">¶</a></h1>
<p>This is the API documentation for <code class="docutils literal notranslate"><span class="pre">scikit-multiflow</span></code>.</p>
<div class="section" id="module-skmultiflow.core">
<span id="core"></span><span id="data-ref"></span><h2>Core<a class="headerlink" href="#module-skmultiflow.core" title="Permalink to this headline">¶</a></h2>
<p>The <a class="reference internal" href="#module-skmultiflow.core" title="skmultiflow.core"><code class="xref py py-mod docutils literal notranslate"><span class="pre">skmultiflow.core</span></code></a> module covers core elements of <cite>scikit-multiflow</cite>.</p>
<table class="longtable table">
<colgroup>
<col style="width: 10%">
<col style="width: 90%">
</colgroup>
<tbody>
<tr class="row-odd"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.core.base.BaseEstimator.html#skmultiflow.core.base.BaseEstimator" title="skmultiflow.core.base.BaseEstimator"><code class="xref py py-obj docutils literal notranslate"><span class="pre">core.base.BaseEstimator</span></code></a></p></td>
<td><p>Base Estimator class for compatibility with scikit-learn.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.core.BaseSKMObject.html#skmultiflow.core.BaseSKMObject" title="skmultiflow.core.BaseSKMObject"><code class="xref py py-obj docutils literal notranslate"><span class="pre">core.BaseSKMObject</span></code></a></p></td>
<td><p>Base class for most objects in scikit-multiflow</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.core.ClassifierMixin.html#skmultiflow.core.ClassifierMixin" title="skmultiflow.core.ClassifierMixin"><code class="xref py py-obj docutils literal notranslate"><span class="pre">core.ClassifierMixin</span></code></a></p></td>
<td><p>Mixin class for all classifiers in scikit-multiflow.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.core.RegressorMixin.html#skmultiflow.core.RegressorMixin" title="skmultiflow.core.RegressorMixin"><code class="xref py py-obj docutils literal notranslate"><span class="pre">core.RegressorMixin</span></code></a></p></td>
<td><p>Mixin class for all regression estimators in scikit-multiflow.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.core.MetaEstimatorMixin.html#skmultiflow.core.MetaEstimatorMixin" title="skmultiflow.core.MetaEstimatorMixin"><code class="xref py py-obj docutils literal notranslate"><span class="pre">core.MetaEstimatorMixin</span></code></a></p></td>
<td><p>Mixin class for all meta estimators in scikit-multiflow.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.core.MultiOutputMixin.html#skmultiflow.core.MultiOutputMixin" title="skmultiflow.core.MultiOutputMixin"><code class="xref py py-obj docutils literal notranslate"><span class="pre">core.MultiOutputMixin</span></code></a></p></td>
<td><p>Mixin to mark estimators that support multioutput.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.core.Pipeline.html#skmultiflow.core.Pipeline" title="skmultiflow.core.Pipeline"><code class="xref py py-obj docutils literal notranslate"><span class="pre">core.Pipeline</span></code></a></p></td>
<td><p>[Experimental] Holds a set of sequential operation (transforms), followed by a single estimator.</p></td>
</tr>
</tbody>
</table>
</div>
<div class="section" id="module-skmultiflow.data">
<span id="data"></span><h2>Data<a class="headerlink" href="#module-skmultiflow.data" title="Permalink to this headline">¶</a></h2>
<p>The <a class="reference internal" href="#module-skmultiflow.data" title="skmultiflow.data"><code class="xref py py-mod docutils literal notranslate"><span class="pre">skmultiflow.data</span></code></a> module contains data stream methods including methods for
batch-to-stream conversion and generators.</p>
<table class="longtable table">
<colgroup>
<col style="width: 10%">
<col style="width: 90%">
</colgroup>
<tbody>
<tr class="row-odd"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.data.base_stream.Stream.html#skmultiflow.data.base_stream.Stream" title="skmultiflow.data.base_stream.Stream"><code class="xref py py-obj docutils literal notranslate"><span class="pre">data.base_stream.Stream</span></code></a></p></td>
<td><p>Base Stream class.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.data.DataStream.html#skmultiflow.data.DataStream" title="skmultiflow.data.DataStream"><code class="xref py py-obj docutils literal notranslate"><span class="pre">data.DataStream</span></code></a></p></td>
<td><p>Creates a stream from a data source.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.data.FileStream.html#skmultiflow.data.FileStream" title="skmultiflow.data.FileStream"><code class="xref py py-obj docutils literal notranslate"><span class="pre">data.FileStream</span></code></a></p></td>
<td><p>Creates a stream from a file source.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.data.ConceptDriftStream.html#skmultiflow.data.ConceptDriftStream" title="skmultiflow.data.ConceptDriftStream"><code class="xref py py-obj docutils literal notranslate"><span class="pre">data.ConceptDriftStream</span></code></a></p></td>
<td><p>Generates a stream with concept drift.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.data.TemporalDataStream.html#skmultiflow.data.TemporalDataStream" title="skmultiflow.data.TemporalDataStream"><code class="xref py py-obj docutils literal notranslate"><span class="pre">data.TemporalDataStream</span></code></a></p></td>
<td><p>Create a temporal stream from a data source.</p></td>
</tr>
</tbody>
</table>
<div class="section" id="stream-generators">
<h3>Stream Generators<a class="headerlink" href="#stream-generators" title="Permalink to this headline">¶</a></h3>
<table class="longtable table">
<colgroup>
<col style="width: 10%">
<col style="width: 90%">
</colgroup>
<tbody>
<tr class="row-odd"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.data.AGRAWALGenerator.html#skmultiflow.data.AGRAWALGenerator" title="skmultiflow.data.AGRAWALGenerator"><code class="xref py py-obj docutils literal notranslate"><span class="pre">data.AGRAWALGenerator</span></code></a></p></td>
<td><p>Agrawal stream generator.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.data.AnomalySineGenerator.html#skmultiflow.data.AnomalySineGenerator" title="skmultiflow.data.AnomalySineGenerator"><code class="xref py py-obj docutils literal notranslate"><span class="pre">data.AnomalySineGenerator</span></code></a></p></td>
<td><p>Simulate a stream with anomalies in sine waves</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.data.HyperplaneGenerator.html#skmultiflow.data.HyperplaneGenerator" title="skmultiflow.data.HyperplaneGenerator"><code class="xref py py-obj docutils literal notranslate"><span class="pre">data.HyperplaneGenerator</span></code></a></p></td>
<td><p>Hyperplane stream generator.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.data.LEDGenerator.html#skmultiflow.data.LEDGenerator" title="skmultiflow.data.LEDGenerator"><code class="xref py py-obj docutils literal notranslate"><span class="pre">data.LEDGenerator</span></code></a></p></td>
<td><p>LED stream generator.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.data.LEDGeneratorDrift.html#skmultiflow.data.LEDGeneratorDrift" title="skmultiflow.data.LEDGeneratorDrift"><code class="xref py py-obj docutils literal notranslate"><span class="pre">data.LEDGeneratorDrift</span></code></a></p></td>
<td><p>LED stream generator with concept drift.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.data.MIXEDGenerator.html#skmultiflow.data.MIXEDGenerator" title="skmultiflow.data.MIXEDGenerator"><code class="xref py py-obj docutils literal notranslate"><span class="pre">data.MIXEDGenerator</span></code></a></p></td>
<td><p>Mixed data stream generator.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.data.RandomRBFGenerator.html#skmultiflow.data.RandomRBFGenerator" title="skmultiflow.data.RandomRBFGenerator"><code class="xref py py-obj docutils literal notranslate"><span class="pre">data.RandomRBFGenerator</span></code></a></p></td>
<td><p>Random Radial Basis Function stream generator.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.data.RandomRBFGeneratorDrift.html#skmultiflow.data.RandomRBFGeneratorDrift" title="skmultiflow.data.RandomRBFGeneratorDrift"><code class="xref py py-obj docutils literal notranslate"><span class="pre">data.RandomRBFGeneratorDrift</span></code></a></p></td>
<td><p>Random Radial Basis Function stream generator with concept drift.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.data.RandomTreeGenerator.html#skmultiflow.data.RandomTreeGenerator" title="skmultiflow.data.RandomTreeGenerator"><code class="xref py py-obj docutils literal notranslate"><span class="pre">data.RandomTreeGenerator</span></code></a></p></td>
<td><p>Random Tree stream generator.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.data.SEAGenerator.html#skmultiflow.data.SEAGenerator" title="skmultiflow.data.SEAGenerator"><code class="xref py py-obj docutils literal notranslate"><span class="pre">data.SEAGenerator</span></code></a></p></td>
<td><p>SEA stream generator.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.data.SineGenerator.html#skmultiflow.data.SineGenerator" title="skmultiflow.data.SineGenerator"><code class="xref py py-obj docutils literal notranslate"><span class="pre">data.SineGenerator</span></code></a></p></td>
<td><p>Sine stream generator.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.data.STAGGERGenerator.html#skmultiflow.data.STAGGERGenerator" title="skmultiflow.data.STAGGERGenerator"><code class="xref py py-obj docutils literal notranslate"><span class="pre">data.STAGGERGenerator</span></code></a></p></td>
<td><p>STAGGER concepts stream generator.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.data.WaveformGenerator.html#skmultiflow.data.WaveformGenerator" title="skmultiflow.data.WaveformGenerator"><code class="xref py py-obj docutils literal notranslate"><span class="pre">data.WaveformGenerator</span></code></a></p></td>
<td><p>Waveform stream generator.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.data.MultilabelGenerator.html#skmultiflow.data.MultilabelGenerator" title="skmultiflow.data.MultilabelGenerator"><code class="xref py py-obj docutils literal notranslate"><span class="pre">data.MultilabelGenerator</span></code></a></p></td>
<td><p>Creates a multi-label stream.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.data.RegressionGenerator.html#skmultiflow.data.RegressionGenerator" title="skmultiflow.data.RegressionGenerator"><code class="xref py py-obj docutils literal notranslate"><span class="pre">data.RegressionGenerator</span></code></a></p></td>
<td><p>Creates a regression stream.</p></td>
</tr>
</tbody>
</table>
</div>
</div>
<div class="section" id="learning-methods">
<h2>Learning methods<a class="headerlink" href="#learning-methods" title="Permalink to this headline">¶</a></h2>
<div class="section" id="module-skmultiflow.anomaly_detection">
<span id="anomaly-detection-methods"></span><h3>Anomaly detection methods<a class="headerlink" href="#module-skmultiflow.anomaly_detection" title="Permalink to this headline">¶</a></h3>
<p>The <a class="reference internal" href="#module-skmultiflow.anomaly_detection" title="skmultiflow.anomaly_detection"><code class="xref py py-mod docutils literal notranslate"><span class="pre">skmultiflow.anomaly_detection</span></code></a> module includes anomaly detection methods.</p>
<table class="longtable table">
<colgroup>
<col style="width: 10%">
<col style="width: 90%">
</colgroup>
<tbody>
<tr class="row-odd"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.anomaly_detection.HalfSpaceTrees.html#skmultiflow.anomaly_detection.HalfSpaceTrees" title="skmultiflow.anomaly_detection.HalfSpaceTrees"><code class="xref py py-obj docutils literal notranslate"><span class="pre">anomaly_detection.HalfSpaceTrees</span></code></a></p></td>
<td><p>Half–Space Trees.</p></td>
</tr>
</tbody>
</table>
</div>
<div class="section" id="module-skmultiflow.bayes">
<span id="bayes-methods"></span><h3>Bayes methods<a class="headerlink" href="#module-skmultiflow.bayes" title="Permalink to this headline">¶</a></h3>
<p>The <a class="reference internal" href="#module-skmultiflow.bayes" title="skmultiflow.bayes"><code class="xref py py-mod docutils literal notranslate"><span class="pre">skmultiflow.bayes</span></code></a> module includes Bayes learning methods.</p>
<table class="longtable table">
<colgroup>
<col style="width: 10%">
<col style="width: 90%">
</colgroup>
<tbody>
<tr class="row-odd"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.bayes.NaiveBayes.html#skmultiflow.bayes.NaiveBayes" title="skmultiflow.bayes.NaiveBayes"><code class="xref py py-obj docutils literal notranslate"><span class="pre">bayes.NaiveBayes</span></code></a></p></td>
<td><p>Naive Bayes classifier.</p></td>
</tr>
</tbody>
</table>
</div>
<div class="section" id="module-skmultiflow.lazy">
<span id="lazy-learning-methods"></span><h3>Lazy learning methods<a class="headerlink" href="#module-skmultiflow.lazy" title="Permalink to this headline">¶</a></h3>
<p>The <a class="reference internal" href="#module-skmultiflow.lazy" title="skmultiflow.lazy"><code class="xref py py-mod docutils literal notranslate"><span class="pre">skmultiflow.lazy</span></code></a> module includes lazy learning methods in which generalization of the training
data is delayed until a query is received, this is, on-demand.</p>
<table class="longtable table">
<colgroup>
<col style="width: 10%">
<col style="width: 90%">
</colgroup>
<tbody>
<tr class="row-odd"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.lazy.KNNClassifier.html#skmultiflow.lazy.KNNClassifier" title="skmultiflow.lazy.KNNClassifier"><code class="xref py py-obj docutils literal notranslate"><span class="pre">lazy.KNNClassifier</span></code></a></p></td>
<td><p>k-Nearest Neighbors classifier.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.lazy.KNNADWINClassifier.html#skmultiflow.lazy.KNNADWINClassifier" title="skmultiflow.lazy.KNNADWINClassifier"><code class="xref py py-obj docutils literal notranslate"><span class="pre">lazy.KNNADWINClassifier</span></code></a></p></td>
<td><p>K-Nearest Neighbors classifier with ADWIN change detector.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.lazy.SAMKNNClassifier.html#skmultiflow.lazy.SAMKNNClassifier" title="skmultiflow.lazy.SAMKNNClassifier"><code class="xref py py-obj docutils literal notranslate"><span class="pre">lazy.SAMKNNClassifier</span></code></a></p></td>
<td><p>Self Adjusting Memory coupled with the kNN classifier.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.lazy.KNNRegressor.html#skmultiflow.lazy.KNNRegressor" title="skmultiflow.lazy.KNNRegressor"><code class="xref py py-obj docutils literal notranslate"><span class="pre">lazy.KNNRegressor</span></code></a></p></td>
<td><p>k-Nearest Neighbors regressor.</p></td>
</tr>
</tbody>
</table>
</div>
<div class="section" id="module-skmultiflow.meta">
<span id="ensemble-methods"></span><h3>Ensemble methods<a class="headerlink" href="#module-skmultiflow.meta" title="Permalink to this headline">¶</a></h3>
<p>The <a class="reference internal" href="#module-skmultiflow.meta" title="skmultiflow.meta"><code class="xref py py-mod docutils literal notranslate"><span class="pre">skmultiflow.meta</span></code></a> module includes meta learning methods.</p>
<table class="longtable table">
<colgroup>
<col style="width: 10%">
<col style="width: 90%">
</colgroup>
<tbody>
<tr class="row-odd"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.meta.AccuracyWeightedEnsembleClassifier.html#skmultiflow.meta.AccuracyWeightedEnsembleClassifier" title="skmultiflow.meta.AccuracyWeightedEnsembleClassifier"><code class="xref py py-obj docutils literal notranslate"><span class="pre">meta.AccuracyWeightedEnsembleClassifier</span></code></a></p></td>
<td><p>Accuracy Weighted Ensemble classifier</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.meta.AdaptiveRandomForestClassifier.html#skmultiflow.meta.AdaptiveRandomForestClassifier" title="skmultiflow.meta.AdaptiveRandomForestClassifier"><code class="xref py py-obj docutils literal notranslate"><span class="pre">meta.AdaptiveRandomForestClassifier</span></code></a></p></td>
<td><p>Adaptive Random Forest classifier.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.meta.AdaptiveRandomForestRegressor.html#skmultiflow.meta.AdaptiveRandomForestRegressor" title="skmultiflow.meta.AdaptiveRandomForestRegressor"><code class="xref py py-obj docutils literal notranslate"><span class="pre">meta.AdaptiveRandomForestRegressor</span></code></a></p></td>
<td><p>Adaptive Random Forest regressor.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.meta.AdditiveExpertEnsembleClassifier.html#skmultiflow.meta.AdditiveExpertEnsembleClassifier" title="skmultiflow.meta.AdditiveExpertEnsembleClassifier"><code class="xref py py-obj docutils literal notranslate"><span class="pre">meta.AdditiveExpertEnsembleClassifier</span></code></a></p></td>
<td><p>Additive Expert ensemble classifier.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.meta.BatchIncrementalClassifier.html#skmultiflow.meta.BatchIncrementalClassifier" title="skmultiflow.meta.BatchIncrementalClassifier"><code class="xref py py-obj docutils literal notranslate"><span class="pre">meta.BatchIncrementalClassifier</span></code></a></p></td>
<td><p>Batch Incremental ensemble classifier.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.meta.ClassifierChain.html#skmultiflow.meta.ClassifierChain" title="skmultiflow.meta.ClassifierChain"><code class="xref py py-obj docutils literal notranslate"><span class="pre">meta.ClassifierChain</span></code></a></p></td>
<td><p>Classifier Chains for multi-label learning.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.meta.ProbabilisticClassifierChain.html#skmultiflow.meta.ProbabilisticClassifierChain" title="skmultiflow.meta.ProbabilisticClassifierChain"><code class="xref py py-obj docutils literal notranslate"><span class="pre">meta.ProbabilisticClassifierChain</span></code></a></p></td>
<td><p>Probabilistic Classifier Chains for multi-label learning.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.meta.MonteCarloClassifierChain.html#skmultiflow.meta.MonteCarloClassifierChain" title="skmultiflow.meta.MonteCarloClassifierChain"><code class="xref py py-obj docutils literal notranslate"><span class="pre">meta.MonteCarloClassifierChain</span></code></a></p></td>
<td><p>Monte Carlo Sampling Classifier Chains for multi-label learning.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.meta.DynamicWeightedMajorityClassifier.html#skmultiflow.meta.DynamicWeightedMajorityClassifier" title="skmultiflow.meta.DynamicWeightedMajorityClassifier"><code class="xref py py-obj docutils literal notranslate"><span class="pre">meta.DynamicWeightedMajorityClassifier</span></code></a></p></td>
<td><p>Dynamic Weighted Majority ensemble classifier.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.meta.LearnPPNSEClassifier.html#skmultiflow.meta.LearnPPNSEClassifier" title="skmultiflow.meta.LearnPPNSEClassifier"><code class="xref py py-obj docutils literal notranslate"><span class="pre">meta.LearnPPNSEClassifier</span></code></a></p></td>
<td><p>Learn++.NSE ensemble classifier.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.meta.LearnPPClassifier.html#skmultiflow.meta.LearnPPClassifier" title="skmultiflow.meta.LearnPPClassifier"><code class="xref py py-obj docutils literal notranslate"><span class="pre">meta.LearnPPClassifier</span></code></a></p></td>
<td><p>Learn++ ensemble classifier.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.meta.LeveragingBaggingClassifier.html#skmultiflow.meta.LeveragingBaggingClassifier" title="skmultiflow.meta.LeveragingBaggingClassifier"><code class="xref py py-obj docutils literal notranslate"><span class="pre">meta.LeveragingBaggingClassifier</span></code></a></p></td>
<td><p>Leveraging Bagging ensemble classifier.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.meta.MultiOutputLearner.html#skmultiflow.meta.MultiOutputLearner" title="skmultiflow.meta.MultiOutputLearner"><code class="xref py py-obj docutils literal notranslate"><span class="pre">meta.MultiOutputLearner</span></code></a></p></td>
<td><p>Multi-Output Learner for multi-target classification or regression.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.meta.OnlineAdaC2Classifier.html#skmultiflow.meta.OnlineAdaC2Classifier" title="skmultiflow.meta.OnlineAdaC2Classifier"><code class="xref py py-obj docutils literal notranslate"><span class="pre">meta.OnlineAdaC2Classifier</span></code></a></p></td>
<td><p>Online AdaC2 ensemble classifier.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.meta.OnlineBoostingClassifier.html#skmultiflow.meta.OnlineBoostingClassifier" title="skmultiflow.meta.OnlineBoostingClassifier"><code class="xref py py-obj docutils literal notranslate"><span class="pre">meta.OnlineBoostingClassifier</span></code></a></p></td>
<td><p>Online Boosting ensemble classifier.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.meta.OnlineCSB2Classifier.html#skmultiflow.meta.OnlineCSB2Classifier" title="skmultiflow.meta.OnlineCSB2Classifier"><code class="xref py py-obj docutils literal notranslate"><span class="pre">meta.OnlineCSB2Classifier</span></code></a></p></td>
<td><p>Online CSB2 ensemble classifier.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.meta.OnlineRUSBoostClassifier.html#skmultiflow.meta.OnlineRUSBoostClassifier" title="skmultiflow.meta.OnlineRUSBoostClassifier"><code class="xref py py-obj docutils literal notranslate"><span class="pre">meta.OnlineRUSBoostClassifier</span></code></a></p></td>
<td><p>Online RUSBoost ensemble classifier.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.meta.OnlineSMOTEBaggingClassifier.html#skmultiflow.meta.OnlineSMOTEBaggingClassifier" title="skmultiflow.meta.OnlineSMOTEBaggingClassifier"><code class="xref py py-obj docutils literal notranslate"><span class="pre">meta.OnlineSMOTEBaggingClassifier</span></code></a></p></td>
<td><p>Online SMOTEBagging ensemble classifier.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.meta.OnlineUnderOverBaggingClassifier.html#skmultiflow.meta.OnlineUnderOverBaggingClassifier" title="skmultiflow.meta.OnlineUnderOverBaggingClassifier"><code class="xref py py-obj docutils literal notranslate"><span class="pre">meta.OnlineUnderOverBaggingClassifier</span></code></a></p></td>
<td><p>Online Under-Over-Bagging ensemble classifier.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.meta.OzaBaggingClassifier.html#skmultiflow.meta.OzaBaggingClassifier" title="skmultiflow.meta.OzaBaggingClassifier"><code class="xref py py-obj docutils literal notranslate"><span class="pre">meta.OzaBaggingClassifier</span></code></a></p></td>
<td><p>Oza Bagging ensemble classifier.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.meta.OzaBaggingADWINClassifier.html#skmultiflow.meta.OzaBaggingADWINClassifier" title="skmultiflow.meta.OzaBaggingADWINClassifier"><code class="xref py py-obj docutils literal notranslate"><span class="pre">meta.OzaBaggingADWINClassifier</span></code></a></p></td>
<td><p>Oza Bagging ensemble classifier with ADWIN change detector.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.meta.RegressorChain.html#skmultiflow.meta.RegressorChain" title="skmultiflow.meta.RegressorChain"><code class="xref py py-obj docutils literal notranslate"><span class="pre">meta.RegressorChain</span></code></a></p></td>
<td><p>Regressor Chains for multi-output learning.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.meta.StreamingRandomPatchesClassifier.html#skmultiflow.meta.StreamingRandomPatchesClassifier" title="skmultiflow.meta.StreamingRandomPatchesClassifier"><code class="xref py py-obj docutils literal notranslate"><span class="pre">meta.StreamingRandomPatchesClassifier</span></code></a></p></td>
<td><p>Streaming Random Patches ensemble classifier.</p></td>
</tr>
</tbody>
</table>
</div>
<div class="section" id="module-skmultiflow.neural_networks">
<span id="neural-networks"></span><h3>Neural Networks<a class="headerlink" href="#module-skmultiflow.neural_networks" title="Permalink to this headline">¶</a></h3>
<p>The <a class="reference internal" href="#module-skmultiflow.neural_networks" title="skmultiflow.neural_networks"><code class="xref py py-mod docutils literal notranslate"><span class="pre">skmultiflow.neural_networks</span></code></a> module includes learning methods based on Neural Networks.</p>
<table class="longtable table">
<colgroup>
<col style="width: 10%">
<col style="width: 90%">
</colgroup>
<tbody>
<tr class="row-odd"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.neural_networks.PerceptronMask.html#skmultiflow.neural_networks.PerceptronMask" title="skmultiflow.neural_networks.PerceptronMask"><code class="xref py py-obj docutils literal notranslate"><span class="pre">neural_networks.PerceptronMask</span></code></a></p></td>
<td><p>Mask for sklearn.linear_model.Perceptron.</p></td>
</tr>
</tbody>
</table>
</div>
<div class="section" id="module-skmultiflow.prototype">
<span id="prototype-based-methods"></span><h3>Prototype based methods<a class="headerlink" href="#module-skmultiflow.prototype" title="Permalink to this headline">¶</a></h3>
<p>The <a class="reference internal" href="#module-skmultiflow.prototype" title="skmultiflow.prototype"><code class="xref py py-mod docutils literal notranslate"><span class="pre">skmultiflow.prototype</span></code></a> module includes prototype-based learning methods.</p>
<table class="longtable table">
<colgroup>
<col style="width: 10%">
<col style="width: 90%">
</colgroup>
<tbody>
<tr class="row-odd"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.prototype.RobustSoftLearningVectorQuantization.html#skmultiflow.prototype.RobustSoftLearningVectorQuantization" title="skmultiflow.prototype.RobustSoftLearningVectorQuantization"><code class="xref py py-obj docutils literal notranslate"><span class="pre">prototype.RobustSoftLearningVectorQuantization</span></code></a></p></td>
<td><p>Robust Soft Learning Vector Quantization for Streaming and Non-Streaming Data.</p></td>
</tr>
</tbody>
</table>
</div>
<div class="section" id="module-skmultiflow.rules">
<span id="rules-based-methods"></span><h3>Rules based methods<a class="headerlink" href="#module-skmultiflow.rules" title="Permalink to this headline">¶</a></h3>
<p>The <a class="reference internal" href="#module-skmultiflow.rules" title="skmultiflow.rules"><code class="xref py py-mod docutils literal notranslate"><span class="pre">skmultiflow.rules</span></code></a> module includes rule-based learning methods.</p>
<table class="longtable table">
<colgroup>
<col style="width: 10%">
<col style="width: 90%">
</colgroup>
<tbody>
<tr class="row-odd"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.rules.VeryFastDecisionRulesClassifier.html#skmultiflow.rules.VeryFastDecisionRulesClassifier" title="skmultiflow.rules.VeryFastDecisionRulesClassifier"><code class="xref py py-obj docutils literal notranslate"><span class="pre">rules.VeryFastDecisionRulesClassifier</span></code></a></p></td>
<td><p>Very Fast Decision Rules classifier.</p></td>
</tr>
</tbody>
</table>
</div>
<div class="section" id="module-skmultiflow.trees">
<span id="trees-based-methods"></span><h3>Trees based methods<a class="headerlink" href="#module-skmultiflow.trees" title="Permalink to this headline">¶</a></h3>
<p>The <a class="reference internal" href="#module-skmultiflow.trees" title="skmultiflow.trees"><code class="xref py py-mod docutils literal notranslate"><span class="pre">skmultiflow.trees</span></code></a> module includes learning methods based on trees.</p>
<table class="longtable table">
<colgroup>
<col style="width: 10%">
<col style="width: 90%">
</colgroup>
<tbody>
<tr class="row-odd"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.trees.HoeffdingTreeClassifier.html#skmultiflow.trees.HoeffdingTreeClassifier" title="skmultiflow.trees.HoeffdingTreeClassifier"><code class="xref py py-obj docutils literal notranslate"><span class="pre">trees.HoeffdingTreeClassifier</span></code></a></p></td>
<td><p>Hoeffding Tree or Very Fast Decision Tree classifier.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.trees.HoeffdingAdaptiveTreeClassifier.html#skmultiflow.trees.HoeffdingAdaptiveTreeClassifier" title="skmultiflow.trees.HoeffdingAdaptiveTreeClassifier"><code class="xref py py-obj docutils literal notranslate"><span class="pre">trees.HoeffdingAdaptiveTreeClassifier</span></code></a></p></td>
<td><p>Hoeffding Adaptive Tree classifier.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.trees.ExtremelyFastDecisionTreeClassifier.html#skmultiflow.trees.ExtremelyFastDecisionTreeClassifier" title="skmultiflow.trees.ExtremelyFastDecisionTreeClassifier"><code class="xref py py-obj docutils literal notranslate"><span class="pre">trees.ExtremelyFastDecisionTreeClassifier</span></code></a></p></td>
<td><p>Extremely Fast Decision Tree classifier.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.trees.LabelCombinationHoeffdingTreeClassifier.html#skmultiflow.trees.LabelCombinationHoeffdingTreeClassifier" title="skmultiflow.trees.LabelCombinationHoeffdingTreeClassifier"><code class="xref py py-obj docutils literal notranslate"><span class="pre">trees.LabelCombinationHoeffdingTreeClassifier</span></code></a></p></td>
<td><p>Label Combination Hoeffding Tree for multi-label classification.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.trees.HoeffdingTreeRegressor.html#skmultiflow.trees.HoeffdingTreeRegressor" title="skmultiflow.trees.HoeffdingTreeRegressor"><code class="xref py py-obj docutils literal notranslate"><span class="pre">trees.HoeffdingTreeRegressor</span></code></a></p></td>
<td><p>Hoeffding Tree regressor.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.trees.HoeffdingAdaptiveTreeRegressor.html#skmultiflow.trees.HoeffdingAdaptiveTreeRegressor" title="skmultiflow.trees.HoeffdingAdaptiveTreeRegressor"><code class="xref py py-obj docutils literal notranslate"><span class="pre">trees.HoeffdingAdaptiveTreeRegressor</span></code></a></p></td>
<td><p>Hoeffding Adaptive Tree regressor.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.trees.iSOUPTreeRegressor.html#skmultiflow.trees.iSOUPTreeRegressor" title="skmultiflow.trees.iSOUPTreeRegressor"><code class="xref py py-obj docutils literal notranslate"><span class="pre">trees.iSOUPTreeRegressor</span></code></a></p></td>
<td><p>Incremental Structured Output Prediction Tree (iSOUP-Tree) for multi-target regression.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.trees.StackedSingleTargetHoeffdingTreeRegressor.html#skmultiflow.trees.StackedSingleTargetHoeffdingTreeRegressor" title="skmultiflow.trees.StackedSingleTargetHoeffdingTreeRegressor"><code class="xref py py-obj docutils literal notranslate"><span class="pre">trees.StackedSingleTargetHoeffdingTreeRegressor</span></code></a></p></td>
<td><p>Stacked Single-target Hoeffding Tree regressor.</p></td>
</tr>
</tbody>
</table>
</div>
</div>
<div class="section" id="module-skmultiflow.drift_detection">
<span id="drift-detection"></span><h2>Drift Detection<a class="headerlink" href="#module-skmultiflow.drift_detection" title="Permalink to this headline">¶</a></h2>
<p>The <a class="reference internal" href="#module-skmultiflow.drift_detection" title="skmultiflow.drift_detection"><code class="xref py py-mod docutils literal notranslate"><span class="pre">skmultiflow.drift_detection</span></code></a> module includes methods for Concept Drift Detection.</p>
<table class="longtable table">
<colgroup>
<col style="width: 10%">
<col style="width: 90%">
</colgroup>
<tbody>
<tr class="row-odd"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.drift_detection.ADWIN.html#skmultiflow.drift_detection.ADWIN" title="skmultiflow.drift_detection.ADWIN"><code class="xref py py-obj docutils literal notranslate"><span class="pre">drift_detection.ADWIN</span></code></a></p></td>
<td><p>Adaptive Windowing method for concept drift detection.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.drift_detection.DDM.html#skmultiflow.drift_detection.DDM" title="skmultiflow.drift_detection.DDM"><code class="xref py py-obj docutils literal notranslate"><span class="pre">drift_detection.DDM</span></code></a></p></td>
<td><p>Drift Detection Method.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.drift_detection.EDDM.html#skmultiflow.drift_detection.EDDM" title="skmultiflow.drift_detection.EDDM"><code class="xref py py-obj docutils literal notranslate"><span class="pre">drift_detection.EDDM</span></code></a></p></td>
<td><p>Early Drift Detection Method.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.drift_detection.HDDM_A.html#skmultiflow.drift_detection.HDDM_A" title="skmultiflow.drift_detection.HDDM_A"><code class="xref py py-obj docutils literal notranslate"><span class="pre">drift_detection.HDDM_A</span></code></a></p></td>
<td><p>Drift Detection Method based on Hoeffding’s bounds with moving average-test.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.drift_detection.HDDM_W.html#skmultiflow.drift_detection.HDDM_W" title="skmultiflow.drift_detection.HDDM_W"><code class="xref py py-obj docutils literal notranslate"><span class="pre">drift_detection.HDDM_W</span></code></a></p></td>
<td><p>Drift Detection Method based on Hoeffding’s bounds with moving weighted average-test.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.drift_detection.KSWIN.html#skmultiflow.drift_detection.KSWIN" title="skmultiflow.drift_detection.KSWIN"><code class="xref py py-obj docutils literal notranslate"><span class="pre">drift_detection.KSWIN</span></code></a></p></td>
<td><p>Kolmogorov-Smirnov Windowing method for concept drift detection.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.drift_detection.PageHinkley.html#skmultiflow.drift_detection.PageHinkley" title="skmultiflow.drift_detection.PageHinkley"><code class="xref py py-obj docutils literal notranslate"><span class="pre">drift_detection.PageHinkley</span></code></a></p></td>
<td><p>Page-Hinkley method for concept drift detection.</p></td>
</tr>
</tbody>
</table>
</div>
<div class="section" id="module-skmultiflow.evaluation">
<span id="evaluation"></span><h2>Evaluation<a class="headerlink" href="#module-skmultiflow.evaluation" title="Permalink to this headline">¶</a></h2>
<p>The <a class="reference internal" href="#module-skmultiflow.evaluation" title="skmultiflow.evaluation"><code class="xref py py-mod docutils literal notranslate"><span class="pre">skmultiflow.evaluation</span></code></a> module includes evaluation methods for stream learning.</p>
<table class="longtable table">
<colgroup>
<col style="width: 10%">
<col style="width: 90%">
</colgroup>
<tbody>
<tr class="row-odd"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.evaluation.EvaluateHoldout.html#skmultiflow.evaluation.EvaluateHoldout" title="skmultiflow.evaluation.EvaluateHoldout"><code class="xref py py-obj docutils literal notranslate"><span class="pre">evaluation.EvaluateHoldout</span></code></a></p></td>
<td><p>The holdout evaluation method or periodic holdout evaluation method.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.evaluation.EvaluatePrequential.html#skmultiflow.evaluation.EvaluatePrequential" title="skmultiflow.evaluation.EvaluatePrequential"><code class="xref py py-obj docutils literal notranslate"><span class="pre">evaluation.EvaluatePrequential</span></code></a></p></td>
<td><p>The prequential evaluation method or interleaved test-then-train method.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.evaluation.EvaluatePrequentialDelayed.html#skmultiflow.evaluation.EvaluatePrequentialDelayed" title="skmultiflow.evaluation.EvaluatePrequentialDelayed"><code class="xref py py-obj docutils literal notranslate"><span class="pre">evaluation.EvaluatePrequentialDelayed</span></code></a></p></td>
<td><p>The prequential evaluation delayed method.</p></td>
</tr>
</tbody>
</table>
</div>
<div class="section" id="module-skmultiflow.transform">
<span id="transform"></span><h2>Transform<a class="headerlink" href="#module-skmultiflow.transform" title="Permalink to this headline">¶</a></h2>
<p>The <a class="reference internal" href="#module-skmultiflow.transform" title="skmultiflow.transform"><code class="xref py py-mod docutils literal notranslate"><span class="pre">skmultiflow.transform</span></code></a> module covers methods that perform data transformations.</p>
<table class="longtable table">
<colgroup>
<col style="width: 10%">
<col style="width: 90%">
</colgroup>
<tbody>
<tr class="row-odd"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.transform.MissingValuesCleaner.html#skmultiflow.transform.MissingValuesCleaner" title="skmultiflow.transform.MissingValuesCleaner"><code class="xref py py-obj docutils literal notranslate"><span class="pre">transform.MissingValuesCleaner</span></code></a></p></td>
<td><p>Fill missing values with some defined value.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.transform.OneHotToCategorical.html#skmultiflow.transform.OneHotToCategorical" title="skmultiflow.transform.OneHotToCategorical"><code class="xref py py-obj docutils literal notranslate"><span class="pre">transform.OneHotToCategorical</span></code></a></p></td>
<td><p>Transform one-hot encoded data into categorical feature(s).</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.transform.WindowedMinmaxScaler.html#skmultiflow.transform.WindowedMinmaxScaler" title="skmultiflow.transform.WindowedMinmaxScaler"><code class="xref py py-obj docutils literal notranslate"><span class="pre">transform.WindowedMinmaxScaler</span></code></a></p></td>
<td><p>Transform features by scaling each feature to a given range.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.transform.WindowedStandardScaler.html#skmultiflow.transform.WindowedStandardScaler" title="skmultiflow.transform.WindowedStandardScaler"><code class="xref py py-obj docutils literal notranslate"><span class="pre">transform.WindowedStandardScaler</span></code></a></p></td>
<td><p>Standardize features by removing the mean and scaling to unit variance.</p></td>
</tr>
</tbody>
</table>
</div>
<div class="section" id="misc">
<h2>Misc<a class="headerlink" href="#misc" title="Permalink to this headline">¶</a></h2>
<div class="section" id="utilities">
<h3>Utilities<a class="headerlink" href="#utilities" title="Permalink to this headline">¶</a></h3>
<table class="longtable table">
<colgroup>
<col style="width: 10%">
<col style="width: 90%">
</colgroup>
<tbody>
<tr class="row-odd"><td><p><a class="reference internal" href="https://scikit-multiflow.readthedocs.io/en/stable/api/generated/skmultiflow.core.clone.html#skmultiflow.core.clone" title="skmultiflow.core.clone"><code class="xref py py-obj docutils literal notranslate"><span class="pre">core.clone</span></code></a></p></td>
<td><p>Constructs a new estimator with the same parameters.</p></td>
</tr>
</tbody>
</table>
</div>
</div>
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