A B C D E F G I M N P R S T W
All Classes All Packages

A

AbstractMLPlanBuilder<L extends org.api4.java.ai.ml.core.learner.ISupervisedLearner<org.api4.java.ai.ml.core.dataset.supervised.ILabeledInstance,org.api4.java.ai.ml.core.dataset.supervised.ILabeledDataset<? extends org.api4.java.ai.ml.core.dataset.supervised.ILabeledInstance>>,B extends AbstractMLPlanBuilder<L,B>> - Class in ai.libs.mlplan.core

The MLPlanBuilder helps to easily configure and initialize ML-Plan with specific parameter settings.

AbstractMLPlanBuilder() - Constructor for class ai.libs.mlplan.core.AbstractMLPlanBuilder

ai.libs.mlplan.core - package ai.libs.mlplan.core

ai.libs.mlplan.core.events - package ai.libs.mlplan.core.events

ai.libs.mlplan.multiclass - package ai.libs.mlplan.multiclass

B

build() - Method in class ai.libs.mlplan.core.AbstractMLPlanBuilder

Builds an ML-Plan object with the dataset provided earlier to this builder.

build(ILabeledDataset<?>) - Method in class ai.libs.mlplan.core.AbstractMLPlanBuilder

Builds an ML-Plan object for the given dataset as input.

C

call() - Method in class ai.libs.mlplan.core.MLPlan

cancel() - Method in class ai.libs.mlplan.core.MLPlan

checkPreconditionsForInitialization() - Method in class ai.libs.mlplan.core.AbstractMLPlanBuilder

ClassifierFoundEvent - Class in ai.libs.mlplan.core.events

ClassifierFoundEvent(IAlgorithm<?, ?>, ComponentInstance, ISupervisedLearner<?, ?>, double) - Constructor for class ai.libs.mlplan.core.events.ClassifierFoundEvent

D

dataPortionForSelection() - Method in interface ai.libs.mlplan.multiclass.MLPlanClassifierConfig

DEFAULT_PERFORMANCE_MEASURE - Static variable in class ai.libs.mlplan.core.AbstractMLPlanBuilder

DEFAULT_SEARCH_NUM_MC_ITERATIONS - Static variable in class ai.libs.mlplan.core.AbstractMLPlanBuilder

DEFAULT_SEARCH_TRAIN_FOLD_SIZE - Static variable in class ai.libs.mlplan.core.AbstractMLPlanBuilder

DEFAULT_SELECTION_NUM_MC_ITERATIONS - Static variable in class ai.libs.mlplan.core.AbstractMLPlanBuilder

DEFAULT_SELECTION_TRAIN_FOLD_SIZE - Static variable in class ai.libs.mlplan.core.AbstractMLPlanBuilder

E

evaluate(ILabeledPath<TFDNode, String>) - Method in class ai.libs.mlplan.core.PreferenceBasedNodeEvaluator

evaluateSupervised(ComponentInstance) - Method in class ai.libs.mlplan.core.PipelineEvaluator

F

factoryForPipelineEvaluationInSearchPhase - Variable in class ai.libs.mlplan.core.AbstractMLPlanBuilder

factoryForPipelineEvaluationInSelectionPhase - Variable in class ai.libs.mlplan.core.AbstractMLPlanBuilder

G

getAlgorithmConfig() - Method in class ai.libs.mlplan.core.AbstractMLPlanBuilder

getAlgorithmConfig() - Method in interface ai.libs.mlplan.core.IMLPlanBuilder

getBenchmark() - Method in class ai.libs.mlplan.core.PipelineEvaluator

getCandidateEvaluationTimeOut() - Method in class ai.libs.mlplan.core.AbstractMLPlanBuilder

getClassifier() - Method in class ai.libs.mlplan.core.events.SupervisedLearnerCreatedEvent

getComponentDescription() - Method in class ai.libs.mlplan.core.events.ClassifierFoundEvent

getComponentInstanceOfSelectedClassifier() - Method in class ai.libs.mlplan.core.MLPlan

getComponentParameterConfigurations() - Method in class ai.libs.mlplan.core.AbstractMLPlanBuilder

getComponents() - Method in class ai.libs.mlplan.core.AbstractMLPlanBuilder

getComponents() - Method in class ai.libs.mlplan.core.PipelineValidityCheckingNodeEvaluator

getConfig() - Method in class ai.libs.mlplan.core.MLPlan

getData() - Method in class ai.libs.mlplan.core.PipelineValidityCheckingNodeEvaluator

getDataset() - Method in class ai.libs.mlplan.core.AbstractMLPlanBuilder

getHASCOFactory() - Method in class ai.libs.mlplan.core.AbstractMLPlanBuilder

getHASCOFactory() - Method in interface ai.libs.mlplan.core.IMLPlanBuilder

getInSampleError() - Method in class ai.libs.mlplan.core.events.ClassifierFoundEvent

getInstance() - Method in class ai.libs.mlplan.core.events.SupervisedLearnerCreatedEvent

getInternalValidationErrorOfSelectedClassifier() - Method in class ai.libs.mlplan.core.MLPlan

getLearnerEvaluationFactoryForSearchPhase() - Method in class ai.libs.mlplan.core.AbstractMLPlanBuilder

getLearnerEvaluationFactoryForSearchPhase() - Method in interface ai.libs.mlplan.core.IMLPlanBuilder

This is the factory that will be used to create the pipeline evaluators for evaluation during search time

getLearnerEvaluationFactoryForSelectionPhase() - Method in class ai.libs.mlplan.core.AbstractMLPlanBuilder

getLearnerEvaluationFactoryForSelectionPhase() - Method in interface ai.libs.mlplan.core.IMLPlanBuilder

This is the factory that will be used to create the pipeline evaluators for evaluation during selection time

getLearnerFactory() - Method in class ai.libs.mlplan.core.AbstractMLPlanBuilder

getLearnerFactory() - Method in interface ai.libs.mlplan.core.IMLPlanBuilder

getLoggerName() - Method in class ai.libs.mlplan.core.AbstractMLPlanBuilder

getLoggerName() - Method in class ai.libs.mlplan.core.MLPlan

getLoggerName() - Method in class ai.libs.mlplan.core.PipelineEvaluator

getLoggerName() - Method in class ai.libs.mlplan.core.PreferenceBasedNodeEvaluator

getMessage(ComponentInstance) - Method in class ai.libs.mlplan.core.PipelineEvaluator

getNodeEvaluationTimeOut() - Method in class ai.libs.mlplan.core.AbstractMLPlanBuilder

getOptimizingFactory() - Method in class ai.libs.mlplan.core.MLPlan

getPortionOfDataReservedForSelectionPhase() - Method in class ai.libs.mlplan.core.AbstractMLPlanBuilder

getPortionOfDataReservedForSelectionPhase() - Method in interface ai.libs.mlplan.core.IMLPlanBuilder

getRequestedInterface() - Method in class ai.libs.mlplan.core.AbstractMLPlanBuilder

getRequestedInterface() - Method in interface ai.libs.mlplan.core.IMLPlanBuilder

getScore() - Method in class ai.libs.mlplan.core.events.ClassifierFoundEvent

getSearch() - Method in class ai.libs.mlplan.core.MLPlan

getSearchEvaluatorFactory() - Method in class ai.libs.mlplan.core.AbstractMLPlanBuilder

getSearchProblemInputGenerator() - Method in class ai.libs.mlplan.core.MLPlan

getSearchSelectionDatasetSplitter() - Method in class ai.libs.mlplan.core.AbstractMLPlanBuilder

getSearchSelectionDatasetSplitter() - Method in interface ai.libs.mlplan.core.IMLPlanBuilder

This is the splitter that splits the given input data into data for the search phase and for the selection phase

getSearchSpaceConfigFile() - Method in class ai.libs.mlplan.core.AbstractMLPlanBuilder

getSearchSpaceConfigFile() - Method in interface ai.libs.mlplan.core.IMLPlanBuilder

getSelectedClassifier() - Method in class ai.libs.mlplan.core.MLPlan

getSelectionEvaluatorFactory() - Method in class ai.libs.mlplan.core.AbstractMLPlanBuilder

getSelf() - Method in interface ai.libs.mlplan.core.IMLPlanBuilder

getSelf() - Method in class ai.libs.mlplan.core.MLPlanSimpleBuilder

getTimeout(ComponentInstance) - Method in class ai.libs.mlplan.core.PipelineEvaluator

getTimeOut() - Method in class ai.libs.mlplan.core.AbstractMLPlanBuilder

getTimestamp() - Method in class ai.libs.mlplan.core.events.SupervisedLearnerCreatedEvent

getTwoPhaseHASCOFactory() - Method in class ai.libs.mlplan.core.MLPlan

I

ILearnerFactory<L extends org.api4.java.ai.ml.core.learner.ISupervisedLearner<?,?>> - Interface in ai.libs.mlplan.core

IMLPlanBuilder<L extends org.api4.java.ai.ml.core.learner.ISupervisedLearner<org.api4.java.ai.ml.core.dataset.supervised.ILabeledInstance,org.api4.java.ai.ml.core.dataset.supervised.ILabeledDataset<? extends org.api4.java.ai.ml.core.dataset.supervised.ILabeledInstance>>,B extends IMLPlanBuilder<L,B>> - Interface in ai.libs.mlplan.core

The IMLPlanBuilder provides the general interface of an ML-Plan builder independent of the problem domain or specific library that is used for the configuration of machine learning pipelines.

informAboutBestScore(Double) - Method in class ai.libs.mlplan.core.PipelineEvaluator

isBuildSelectedClasifierOnGivenData() - Method in class ai.libs.mlplan.core.MLPlan

M

MLPlan<L extends org.api4.java.ai.ml.core.learner.ISupervisedLearner<org.api4.java.ai.ml.core.dataset.supervised.ILabeledInstance,org.api4.java.ai.ml.core.dataset.supervised.ILabeledDataset<? extends org.api4.java.ai.ml.core.dataset.supervised.ILabeledInstance>>> - Class in ai.libs.mlplan.core

MLPlan(IMLPlanBuilder<L, ?>, ILabeledDataset<?>) - Constructor for class ai.libs.mlplan.core.MLPlan

MLPlanClassifierConfig - Interface in ai.libs.mlplan.multiclass

MLPlanPhaseSwitchedEvent - Class in ai.libs.mlplan.core.events

MLPlanPhaseSwitchedEvent(IAlgorithm<?, ?>) - Constructor for class ai.libs.mlplan.core.events.MLPlanPhaseSwitchedEvent

MLPlanSimpleBuilder - Class in ai.libs.mlplan.core

MLPlanSimpleBuilder() - Constructor for class ai.libs.mlplan.core.MLPlanSimpleBuilder

N

nextWithException() - Method in class ai.libs.mlplan.core.MLPlan

P

PipelineEvaluator - Class in ai.libs.mlplan.core

Evaluator used in the search phase of mlplan.

PipelineEvaluator(ILearnerFactory<? extends ISupervisedLearner<ILabeledInstance, ILabeledDataset<? extends ILabeledInstance>>>, ISupervisedLearnerEvaluator<ILabeledInstance, ILabeledDataset<? extends ILabeledInstance>>, int) - Constructor for class ai.libs.mlplan.core.PipelineEvaluator

PipelineValidityCheckingNodeEvaluator - Class in ai.libs.mlplan.core

PipelineValidityCheckingNodeEvaluator() - Constructor for class ai.libs.mlplan.core.PipelineValidityCheckingNodeEvaluator

PipelineValidityCheckingNodeEvaluator(Collection<Component>, ILabeledDataset<?>) - Constructor for class ai.libs.mlplan.core.PipelineValidityCheckingNodeEvaluator

PreferenceBasedNodeEvaluator - Class in ai.libs.mlplan.core

PreferenceBasedNodeEvaluator(Collection<Component>) - Constructor for class ai.libs.mlplan.core.PreferenceBasedNodeEvaluator

PreferenceBasedNodeEvaluator(Collection<Component>, List<String>) - Constructor for class ai.libs.mlplan.core.PreferenceBasedNodeEvaluator

PreferenceBasedNodeEvaluator(Collection<Component>, List<String>, String) - Constructor for class ai.libs.mlplan.core.PreferenceBasedNodeEvaluator

PREFERRED_COMPONENTS - Static variable in interface ai.libs.mlplan.multiclass.MLPlanClassifierConfig

preferredComponents() - Method in interface ai.libs.mlplan.multiclass.MLPlanClassifierConfig

prepareNodeEvaluatorInFactoryWithData() - Method in class ai.libs.mlplan.core.AbstractMLPlanBuilder

R

receiveEvent(IEvent) - Method in class ai.libs.mlplan.core.MLPlan

receiveEvent(IEvent) - Method in class ai.libs.mlplan.core.PipelineEvaluator

Forwards every incoming event e

registerListener(Object) - Method in class ai.libs.mlplan.core.PipelineEvaluator

Here, we send a coupling event that informs the listener about which ComponentInstance has been used to create a classifier.

S

SELECTION_PORTION - Static variable in interface ai.libs.mlplan.multiclass.MLPlanClassifierConfig

setBuildSelectedClasifierOnGivenData(boolean) - Method in class ai.libs.mlplan.core.MLPlan

setComponents(Collection<Component>) - Method in class ai.libs.mlplan.core.PipelineValidityCheckingNodeEvaluator

setData(ILabeledDataset<?>) - Method in class ai.libs.mlplan.core.PipelineValidityCheckingNodeEvaluator

setLoggerName(String) - Method in class ai.libs.mlplan.core.AbstractMLPlanBuilder

setLoggerName(String) - Method in class ai.libs.mlplan.core.MLPlan

setLoggerName(String) - Method in class ai.libs.mlplan.core.PipelineEvaluator

setLoggerName(String) - Method in class ai.libs.mlplan.core.PreferenceBasedNodeEvaluator

setPortionOfDataForPhase2(double) - Method in class ai.libs.mlplan.core.MLPlan

setRandomSeed(int) - Method in class ai.libs.mlplan.core.MLPlan

SupervisedLearnerCreatedEvent - Class in ai.libs.mlplan.core.events

SupervisedLearnerCreatedEvent(ComponentInstance, ISupervisedLearner<?, ?>) - Constructor for class ai.libs.mlplan.core.events.SupervisedLearnerCreatedEvent

T

toString() - Method in class ai.libs.mlplan.core.events.ClassifierFoundEvent

toString() - Method in class ai.libs.mlplan.core.PreferenceBasedNodeEvaluator

W

withAlgorithmConfig(MLPlanClassifierConfig) - Method in class ai.libs.mlplan.core.AbstractMLPlanBuilder

Loads the MLPlanClassifierConfig with default values and replaces all properties according to the properties defined in the given config file.

withAlgorithmConfigFile(File) - Method in class ai.libs.mlplan.core.AbstractMLPlanBuilder

Loads the MLPlanClassifierConfig with default values and replaces all properties according to the properties defined in the given config file.

withCandidateEvaluationTimeOut(Timeout) - Method in class ai.libs.mlplan.core.AbstractMLPlanBuilder

withClassifierFactory(ILearnerFactory<L>) - Method in class ai.libs.mlplan.core.AbstractMLPlanBuilder

Set the classifier factory that translates CompositionInstance objects to classifiers that can be evaluated.

withDataset(ILabeledDataset<?>) - Method in class ai.libs.mlplan.core.AbstractMLPlanBuilder

Set the data for which ML-Plan is supposed to find the best pipeline.

withDatasetSplitterForSearchSelectionSplit(IFoldSizeConfigurableRandomDatasetSplitter<ILabeledDataset<?>>) - Method in class ai.libs.mlplan.core.AbstractMLPlanBuilder

Set the dataset splitter that is used for generating the holdout data portion that is put aside during search.

withMCCVBasedCandidateEvaluationInSearchPhase() - Method in class ai.libs.mlplan.core.AbstractMLPlanBuilder

withMCCVBasedCandidateEvaluationInSelectionPhase() - Method in class ai.libs.mlplan.core.AbstractMLPlanBuilder

withNodeEvaluationTimeOut(Timeout) - Method in class ai.libs.mlplan.core.AbstractMLPlanBuilder

withNumCpus(int) - Method in class ai.libs.mlplan.core.AbstractMLPlanBuilder

Sets the number of cpus that may be used by ML-Plan.

withPipelineValidityCheckingNodeEvaluator(PipelineValidityCheckingNodeEvaluator) - Method in class ai.libs.mlplan.core.AbstractMLPlanBuilder

withPortionOfDataReservedForSelection(double) - Method in class ai.libs.mlplan.core.AbstractMLPlanBuilder

withPreferredNodeEvaluator(IPathEvaluator<TFDNode, String, Double>) - Method in class ai.libs.mlplan.core.AbstractMLPlanBuilder

This ADDs a new preferred node evaluator; requires that the search will be a best-first search.

withRandomCompletionBasedBestFirstSearch() - Method in class ai.libs.mlplan.core.AbstractMLPlanBuilder

withRequestedInterface(String) - Method in class ai.libs.mlplan.core.AbstractMLPlanBuilder

withSearchFactory(IOptimalPathInORGraphSearchFactory, AlgorithmicProblemReduction) - Method in class ai.libs.mlplan.core.AbstractMLPlanBuilder

withSearchPhaseEvaluatorFactory(ISupervisedLearnerEvaluatorFactory<ILabeledInstance, ILabeledDataset<? extends ILabeledInstance>>) - Method in class ai.libs.mlplan.core.AbstractMLPlanBuilder

Sets the evaluator factory for the search phase.

withSearchSpaceConfigFile(File) - Method in class ai.libs.mlplan.core.AbstractMLPlanBuilder

Specify the search space in which ML-Plan is required to work.

withSeed(long) - Method in class ai.libs.mlplan.core.AbstractMLPlanBuilder

withSelectionPhaseEvaluatorFactory(ISupervisedLearnerEvaluatorFactory<ILabeledInstance, ILabeledDataset<? extends ILabeledInstance>>) - Method in class ai.libs.mlplan.core.AbstractMLPlanBuilder

Sets the evaluator factory for the selection phase.

withTimeOut(Timeout) - Method in class ai.libs.mlplan.core.AbstractMLPlanBuilder

A B C D E F G I M N P R S T W
All Classes All Packages