ai.libs.mlplan.core

Class MLPlanMekaBuilder

java.lang.Object

ai.libs.mlplan.core.AbstractMLPlanBuilder

ai.libs.mlplan.core.MLPlanMekaBuilder

All Implemented Interfaces:

ai.libs.jaicore.basic.ILoggingCustomizable, IMLPlanBuilder

public class MLPlanMekaBuilder
extends AbstractMLPlanBuilder

Constructor Summary

Constructors

Constructor and Description
MLPlanMekaBuilder()

Method Summary

Modifier and Type	Method and Description
protected ai.libs.jaicore.ml.weka.dataset.splitter.IDatasetSplitter	getDefaultDatasetSplitter()
MLPlanMekaBuilder	withAutoMEKADefaultConfiguration() Configures ML-Plan with the configuration as compared to AutoMEKA_GGP and GA-Auto-MLC.
MLPlanMekaBuilder	withPerformanceMeasure(ai.libs.jaicore.ml.core.evaluation.measure.IMeasure<double[],java.lang.Double> lossFunction) Sets the performance measure to evaluate a candidate solution's generalization performance.

Methods inherited from class ai.libs.mlplan.core.AbstractMLPlanBuilder

build, build, forMeka, forSKLearn, forWeka, getAlgorithmConfig, getCandidateEvaluationTimeOut, getClassifierEvaluationInSearchPhase, getClassifierEvaluationInSelectionPhase, getClassifierFactory, getComponents, getDBAdapter, getHASCOFactory, getLoggerName, getNodeEvaluationTimeOut, getPerformanceMeasureName, getRequestedInterface, getSearchEvaluatorFactory, getSearchSelectionDatasetSplitter, getSearchSpaceConfigFile, getSelectionEvaluatorFactory, getTimeOut, getUseCache, prepareNodeEvaluatorInFactoryWithData, setLoggerName, setPerformanceMeasureName, withAlgorithmConfig, withAlgorithmConfigFile, withCandidateEvaluationTimeOut, withClassifierFactory, withDataset, withDatasetSplitterForSearchSelectionSplit, withNodeEvaluationTimeOut, withNumCpus, withPreferredComponentsFile, withPreferredNodeEvaluator, withRandomCompletionBasedBestFirstSearch, withRequestedInterface, withSearchFactory, withSearchPhaseEvaluatorFactory, withSearchSpaceConfigFile, withSelectionPhaseEvaluatorFactory, withTimeOut

Methods inherited from class java.lang.Object

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

Constructor Detail

MLPlanMekaBuilder

public MLPlanMekaBuilder()
                  throws java.io.IOException

Throws:

java.io.IOException

Method Detail

withAutoMEKADefaultConfiguration

public MLPlanMekaBuilder withAutoMEKADefaultConfiguration()

Configures ML-Plan with the configuration as compared to AutoMEKA_GGP and GA-Auto-MLC.

Returns:

The builder object.

withPerformanceMeasure

public MLPlanMekaBuilder withPerformanceMeasure(ai.libs.jaicore.ml.core.evaluation.measure.IMeasure<double[],java.lang.Double> lossFunction)

Sets the performance measure to evaluate a candidate solution's generalization performance. Caution: This resets the evaluators to MCCV for both search and selection phase if these are not already MCCVs.

Parameters:

lossFunction - The loss function to be used.

Returns:

The builder object.

getDefaultDatasetSplitter

protected ai.libs.jaicore.ml.weka.dataset.splitter.IDatasetSplitter getDefaultDatasetSplitter()