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<div class="subTitle">org.apache.ignite.ml.composition</div>
<h2 title="Class BaggingModelTrainer" class="title">Class BaggingModelTrainer</h2>
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<li><a href="../../../../../org/apache/ignite/ml/trainers/DatasetTrainer.html" title="class in org.apache.ignite.ml.trainers">org.apache.ignite.ml.trainers.DatasetTrainer</a><span class='angle_bracket'>&lt;</span><a href="../../../../../org/apache/ignite/ml/composition/ModelsComposition.html" title="class in org.apache.ignite.ml.composition">ModelsComposition</a>,<a href="http://docs.oracle.com/javase/8/docs/api/java/lang/Double.html?is-external=true" title="class or interface in java.lang">Double</a><span class='angle_bracket'>&gt;</span></li>
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<pre>public abstract class <span class="typeNameLabel">BaggingModelTrainer</span>
extends <a href="../../../../../org/apache/ignite/ml/trainers/DatasetTrainer.html" title="class in org.apache.ignite.ml.trainers">DatasetTrainer</a><span class='angle_bracket'>&lt;</span><a href="../../../../../org/apache/ignite/ml/composition/ModelsComposition.html" title="class in org.apache.ignite.ml.composition">ModelsComposition</a>,<a href="http://docs.oracle.com/javase/8/docs/api/java/lang/Double.html?is-external=true" title="class or interface in java.lang">Double</a><span class='angle_bracket'>&gt;</span></pre>
<div class="block">Abstract trainer implementing bagging logic. In each learning iteration the algorithm trains one model on subset of
learning sample and subspace of features space. Each model is produced from same model-class [e.g. Decision Trees].</div>
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<td class="colOne"><code><span class="memberNameLink"><a href="../../../../../org/apache/ignite/ml/composition/BaggingModelTrainer.html#BaggingModelTrainer-org.apache.ignite.ml.composition.predictionsaggregator.PredictionsAggregator-int-int-int-double-">BaggingModelTrainer</a></span>(<a href="../../../../../org/apache/ignite/ml/composition/predictionsaggregator/PredictionsAggregator.html" title="interface in org.apache.ignite.ml.composition.predictionsaggregator">PredictionsAggregator</a>&nbsp;predictionsAggregator,
int&nbsp;featureVectorSize,
int&nbsp;maximumFeaturesCntPerMdl,
int&nbsp;ensembleSize,
double&nbsp;samplePartSizePerMdl)</code>
<div class="block">Constructs new instance of BaggingModelTrainer.</div>
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<td class="colFirst"><code>protected abstract <a href="../../../../../org/apache/ignite/ml/trainers/DatasetTrainer.html" title="class in org.apache.ignite.ml.trainers">DatasetTrainer</a><span class='angle_bracket'>&lt;</span>? extends <a href="../../../../../org/apache/ignite/ml/Model.html" title="interface in org.apache.ignite.ml">Model</a><span class='angle_bracket'>&lt;</span><a href="../../../../../org/apache/ignite/ml/math/primitives/vector/Vector.html" title="interface in org.apache.ignite.ml.math.primitives.vector">Vector</a>,<a href="http://docs.oracle.com/javase/8/docs/api/java/lang/Double.html?is-external=true" title="class or interface in java.lang">Double</a><span class='angle_bracket'>&gt;</span>,<a href="http://docs.oracle.com/javase/8/docs/api/java/lang/Double.html?is-external=true" title="class or interface in java.lang">Double</a><span class='angle_bracket'>&gt;</span></code></td>
<td class="colLast"><code><span class="memberNameLink"><a href="../../../../../org/apache/ignite/ml/composition/BaggingModelTrainer.html#buildDatasetTrainerForModel--">buildDatasetTrainerForModel</a></span>()</code>
<div class="block">Creates trainer specific to ensemble.</div>
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<td class="colFirst"><code><span class='angle_bracket'>&lt;</span>K,V<span class='angle_bracket'>&gt;</span>&nbsp;<a href="../../../../../org/apache/ignite/ml/composition/ModelsComposition.html" title="class in org.apache.ignite.ml.composition">ModelsComposition</a></code></td>
<td class="colLast"><code><span class="memberNameLink"><a href="../../../../../org/apache/ignite/ml/composition/BaggingModelTrainer.html#fit-org.apache.ignite.ml.dataset.DatasetBuilder-org.apache.ignite.ml.math.functions.IgniteBiFunction-org.apache.ignite.ml.math.functions.IgniteBiFunction-">fit</a></span>(<a href="../../../../../org/apache/ignite/ml/dataset/DatasetBuilder.html" title="interface in org.apache.ignite.ml.dataset">DatasetBuilder</a><span class='angle_bracket'>&lt;</span>K,V<span class='angle_bracket'>&gt;</span>&nbsp;datasetBuilder,
<a href="../../../../../org/apache/ignite/ml/math/functions/IgniteBiFunction.html" title="interface in org.apache.ignite.ml.math.functions">IgniteBiFunction</a><span class='angle_bracket'>&lt;</span>K,V,<a href="../../../../../org/apache/ignite/ml/math/primitives/vector/Vector.html" title="interface in org.apache.ignite.ml.math.primitives.vector">Vector</a><span class='angle_bracket'>&gt;</span>&nbsp;featureExtractor,
<a href="../../../../../org/apache/ignite/ml/math/functions/IgniteBiFunction.html" title="interface in org.apache.ignite.ml.math.functions">IgniteBiFunction</a><span class='angle_bracket'>&lt;</span>K,V,<a href="http://docs.oracle.com/javase/8/docs/api/java/lang/Double.html?is-external=true" title="class or interface in java.lang">Double</a><span class='angle_bracket'>&gt;</span>&nbsp;lbExtractor)</code>
<div class="block">Trains model based on the specified data.</div>
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<td class="colFirst"><code><span class='angle_bracket'>&lt;</span>K,V<span class='angle_bracket'>&gt;</span>&nbsp;<a href="../../../../../org/apache/ignite/ml/composition/ModelsComposition.html" title="class in org.apache.ignite.ml.composition">ModelsComposition</a></code></td>
<td class="colLast"><code><span class="memberNameLink"><a href="../../../../../org/apache/ignite/ml/composition/BaggingModelTrainer.html#updateModel-org.apache.ignite.ml.composition.ModelsComposition-org.apache.ignite.ml.dataset.DatasetBuilder-org.apache.ignite.ml.math.functions.IgniteBiFunction-org.apache.ignite.ml.math.functions.IgniteBiFunction-">updateModel</a></span>(<a href="../../../../../org/apache/ignite/ml/composition/ModelsComposition.html" title="class in org.apache.ignite.ml.composition">ModelsComposition</a>&nbsp;mdl,
<a href="../../../../../org/apache/ignite/ml/dataset/DatasetBuilder.html" title="interface in org.apache.ignite.ml.dataset">DatasetBuilder</a><span class='angle_bracket'>&lt;</span>K,V<span class='angle_bracket'>&gt;</span>&nbsp;datasetBuilder,
<a href="../../../../../org/apache/ignite/ml/math/functions/IgniteBiFunction.html" title="interface in org.apache.ignite.ml.math.functions">IgniteBiFunction</a><span class='angle_bracket'>&lt;</span>K,V,<a href="../../../../../org/apache/ignite/ml/math/primitives/vector/Vector.html" title="interface in org.apache.ignite.ml.math.primitives.vector">Vector</a><span class='angle_bracket'>&gt;</span>&nbsp;featureExtractor,
<a href="../../../../../org/apache/ignite/ml/math/functions/IgniteBiFunction.html" title="interface in org.apache.ignite.ml.math.functions">IgniteBiFunction</a><span class='angle_bracket'>&lt;</span>K,V,<a href="http://docs.oracle.com/javase/8/docs/api/java/lang/Double.html?is-external=true" title="class or interface in java.lang">Double</a><span class='angle_bracket'>&gt;</span>&nbsp;lbExtractor)</code>
<div class="block">Learn new models on dataset and create new Compositions over them and already learned models.</div>
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<h4>BaggingModelTrainer</h4>
<pre>public&nbsp;BaggingModelTrainer(<a href="../../../../../org/apache/ignite/ml/composition/predictionsaggregator/PredictionsAggregator.html" title="interface in org.apache.ignite.ml.composition.predictionsaggregator">PredictionsAggregator</a>&nbsp;predictionsAggregator,
int&nbsp;featureVectorSize,
int&nbsp;maximumFeaturesCntPerMdl,
int&nbsp;ensembleSize,
double&nbsp;samplePartSizePerMdl)</pre>
<div class="block">Constructs new instance of BaggingModelTrainer.</div>
<dl>
<dt><span class="paramLabel">Parameters:</span></dt>
<dd><code>predictionsAggregator</code> - Predictions aggregator.</dd>
<dd><code>featureVectorSize</code> - Feature vector size.</dd>
<dd><code>maximumFeaturesCntPerMdl</code> - Number of features to draw from original features vector to train each model.</dd>
<dd><code>ensembleSize</code> - Ensemble size.</dd>
<dd><code>samplePartSizePerMdl</code> - Size of sample part in percent to train one model.</dd>
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<h4>fit</h4>
<pre>public&nbsp;<span class='angle_bracket'>&lt;</span>K,V<span class='angle_bracket'>&gt;</span>&nbsp;<a href="../../../../../org/apache/ignite/ml/composition/ModelsComposition.html" title="class in org.apache.ignite.ml.composition">ModelsComposition</a>&nbsp;fit(<a href="../../../../../org/apache/ignite/ml/dataset/DatasetBuilder.html" title="interface in org.apache.ignite.ml.dataset">DatasetBuilder</a><span class='angle_bracket'>&lt;</span>K,V<span class='angle_bracket'>&gt;</span>&nbsp;datasetBuilder,
<a href="../../../../../org/apache/ignite/ml/math/functions/IgniteBiFunction.html" title="interface in org.apache.ignite.ml.math.functions">IgniteBiFunction</a><span class='angle_bracket'>&lt;</span>K,V,<a href="../../../../../org/apache/ignite/ml/math/primitives/vector/Vector.html" title="interface in org.apache.ignite.ml.math.primitives.vector">Vector</a><span class='angle_bracket'>&gt;</span>&nbsp;featureExtractor,
<a href="../../../../../org/apache/ignite/ml/math/functions/IgniteBiFunction.html" title="interface in org.apache.ignite.ml.math.functions">IgniteBiFunction</a><span class='angle_bracket'>&lt;</span>K,V,<a href="http://docs.oracle.com/javase/8/docs/api/java/lang/Double.html?is-external=true" title="class or interface in java.lang">Double</a><span class='angle_bracket'>&gt;</span>&nbsp;lbExtractor)</pre>
<div class="block">Trains model based on the specified data.</div>
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<dt><span class="overrideSpecifyLabel">Specified by:</span></dt>
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<dt><span class="paramLabel">Type Parameters:</span></dt>
<dd><code>K</code> - Type of a key in <code>upstream</code> data.</dd>
<dd><code>V</code> - Type of a value in <code>upstream</code> data.</dd>
<dt><span class="paramLabel">Parameters:</span></dt>
<dd><code>datasetBuilder</code> - Dataset builder.</dd>
<dd><code>featureExtractor</code> - Feature extractor.</dd>
<dd><code>lbExtractor</code> - Label extractor.</dd>
<dt><span class="returnLabel">Returns:</span></dt>
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<h4>buildDatasetTrainerForModel</h4>
<pre>protected abstract&nbsp;<a href="../../../../../org/apache/ignite/ml/trainers/DatasetTrainer.html" title="class in org.apache.ignite.ml.trainers">DatasetTrainer</a><span class='angle_bracket'>&lt;</span>? extends <a href="../../../../../org/apache/ignite/ml/Model.html" title="interface in org.apache.ignite.ml">Model</a><span class='angle_bracket'>&lt;</span><a href="../../../../../org/apache/ignite/ml/math/primitives/vector/Vector.html" title="interface in org.apache.ignite.ml.math.primitives.vector">Vector</a>,<a href="http://docs.oracle.com/javase/8/docs/api/java/lang/Double.html?is-external=true" title="class or interface in java.lang">Double</a><span class='angle_bracket'>&gt;</span>,<a href="http://docs.oracle.com/javase/8/docs/api/java/lang/Double.html?is-external=true" title="class or interface in java.lang">Double</a><span class='angle_bracket'>&gt;</span>&nbsp;buildDatasetTrainerForModel()</pre>
<div class="block">Creates trainer specific to ensemble.</div>
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<h4>updateModel</h4>
<pre>public&nbsp;<span class='angle_bracket'>&lt;</span>K,V<span class='angle_bracket'>&gt;</span>&nbsp;<a href="../../../../../org/apache/ignite/ml/composition/ModelsComposition.html" title="class in org.apache.ignite.ml.composition">ModelsComposition</a>&nbsp;updateModel(<a href="../../../../../org/apache/ignite/ml/composition/ModelsComposition.html" title="class in org.apache.ignite.ml.composition">ModelsComposition</a>&nbsp;mdl,
<a href="../../../../../org/apache/ignite/ml/dataset/DatasetBuilder.html" title="interface in org.apache.ignite.ml.dataset">DatasetBuilder</a><span class='angle_bracket'>&lt;</span>K,V<span class='angle_bracket'>&gt;</span>&nbsp;datasetBuilder,
<a href="../../../../../org/apache/ignite/ml/math/functions/IgniteBiFunction.html" title="interface in org.apache.ignite.ml.math.functions">IgniteBiFunction</a><span class='angle_bracket'>&lt;</span>K,V,<a href="../../../../../org/apache/ignite/ml/math/primitives/vector/Vector.html" title="interface in org.apache.ignite.ml.math.primitives.vector">Vector</a><span class='angle_bracket'>&gt;</span>&nbsp;featureExtractor,
<a href="../../../../../org/apache/ignite/ml/math/functions/IgniteBiFunction.html" title="interface in org.apache.ignite.ml.math.functions">IgniteBiFunction</a><span class='angle_bracket'>&lt;</span>K,V,<a href="http://docs.oracle.com/javase/8/docs/api/java/lang/Double.html?is-external=true" title="class or interface in java.lang">Double</a><span class='angle_bracket'>&gt;</span>&nbsp;lbExtractor)</pre>
<div class="block">Learn new models on dataset and create new Compositions over them and already learned models.</div>
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<dd><code><a href="../../../../../org/apache/ignite/ml/trainers/DatasetTrainer.html#updateModel-M-org.apache.ignite.ml.dataset.DatasetBuilder-org.apache.ignite.ml.math.functions.IgniteBiFunction-org.apache.ignite.ml.math.functions.IgniteBiFunction-">updateModel</a></code>&nbsp;in class&nbsp;<code><a href="../../../../../org/apache/ignite/ml/trainers/DatasetTrainer.html" title="class in org.apache.ignite.ml.trainers">DatasetTrainer</a><span class='angle_bracket'>&lt;</span><a href="../../../../../org/apache/ignite/ml/composition/ModelsComposition.html" title="class in org.apache.ignite.ml.composition">ModelsComposition</a>,<a href="http://docs.oracle.com/javase/8/docs/api/java/lang/Double.html?is-external=true" title="class or interface in java.lang">Double</a><span class='angle_bracket'>&gt;</span></code></dd>
<dt><span class="paramLabel">Type Parameters:</span></dt>
<dd><code>K</code> - Type of a key in <code>upstream</code> data.</dd>
<dd><code>V</code> - Type of a value in <code>upstream</code> data.</dd>
<dt><span class="paramLabel">Parameters:</span></dt>
<dd><code>mdl</code> - Learned model.</dd>
<dd><code>datasetBuilder</code> - Dataset builder.</dd>
<dd><code>featureExtractor</code> - Feature extractor.</dd>
<dd><code>lbExtractor</code> - Label extractor.</dd>
<dt><span class="returnLabel">Returns:</span></dt>
<dd>New models composition.</dd>
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