Package ai.libs.jaicore.ml.core.evaluation.splitsetgenerator

Class MonteCarloCrossValidationSplitSetGenerator<D extends org.api4.java.ai.ml.core.dataset.supervised.ILabeledDataset<?>>

java.lang.Object

ai.libs.jaicore.ml.core.evaluation.splitsetgenerator.MonteCarloCrossValidationSplitSetGenerator<D>

All Implemented Interfaces:

org.api4.java.ai.ml.core.evaluation.execution.IDatasetSplitSetGenerator<D>, org.api4.java.common.control.ILoggingCustomizable

public class MonteCarloCrossValidationSplitSetGenerator<D extends org.api4.java.ai.ml.core.dataset.supervised.ILabeledDataset<?>>
extends java.lang.Object
implements org.api4.java.ai.ml.core.evaluation.execution.IDatasetSplitSetGenerator<D>, org.api4.java.common.control.ILoggingCustomizable

A DatasetSplitSetGenerator that create k independent splits of the given dataset. The type of split can be configured using the IDatasetSplitter. The parameter k is configured over the variable "repeats"

Constructor Summary

Constructors

Constructor	Description
MonteCarloCrossValidationSplitSetGenerator(org.api4.java.ai.ml.core.dataset.splitter.IRandomDatasetSplitter<D> datasetSplitter, int repeats, java.util.Random random)

Method Summary

Modifier and Type	Method	Description
java.lang.String	getLoggerName()
int	getNumFoldsPerSplit()
int	getNumSplitsPerSet()
org.api4.java.ai.ml.core.evaluation.execution.IDatasetSplitSet<D>	nextSplitSet(D data)
void	setLoggerName(java.lang.String name)
java.lang.String	toString()

Methods inherited from class java.lang.Object

clone, equals, finalize, getClass, hashCode, notify, notifyAll, wait, wait, wait

Constructor Detail

MonteCarloCrossValidationSplitSetGenerator

public MonteCarloCrossValidationSplitSetGenerator(org.api4.java.ai.ml.core.dataset.splitter.IRandomDatasetSplitter<D> datasetSplitter,
                                                  int repeats,
                                                  java.util.Random random)

Method Detail

getLoggerName

public java.lang.String getLoggerName()

Specified by:

getLoggerName in interface org.api4.java.common.control.ILoggingCustomizable

setLoggerName

public void setLoggerName(java.lang.String name)

Specified by:

setLoggerName in interface org.api4.java.common.control.ILoggingCustomizable

getNumSplitsPerSet

public int getNumSplitsPerSet()

Specified by:

getNumSplitsPerSet in interface org.api4.java.ai.ml.core.evaluation.execution.IDatasetSplitSetGenerator<D extends org.api4.java.ai.ml.core.dataset.supervised.ILabeledDataset<?>>

getNumFoldsPerSplit

public int getNumFoldsPerSplit()

Specified by:

getNumFoldsPerSplit in interface org.api4.java.ai.ml.core.evaluation.execution.IDatasetSplitSetGenerator<D extends org.api4.java.ai.ml.core.dataset.supervised.ILabeledDataset<?>>

nextSplitSet

public org.api4.java.ai.ml.core.evaluation.execution.IDatasetSplitSet<D> nextSplitSet(D data)
                                                                               throws java.lang.InterruptedException,
                                                                                      org.api4.java.ai.ml.core.dataset.splitter.SplitFailedException

Specified by:

nextSplitSet in interface org.api4.java.ai.ml.core.evaluation.execution.IDatasetSplitSetGenerator<D extends org.api4.java.ai.ml.core.dataset.supervised.ILabeledDataset<?>>

Throws:

java.lang.InterruptedException

org.api4.java.ai.ml.core.dataset.splitter.SplitFailedException

toString

public java.lang.String toString()

Overrides:

toString in class java.lang.Object