com.datumbox.framework.core.machinelearning.ensemblelearning

Class BootstrapAggregating

java.lang.Object

com.datumbox.framework.core.machinelearning.common.abstracts.AbstractTrainer<MP,TP>

com.datumbox.framework.core.machinelearning.common.abstracts.modelers.AbstractModeler<MP,TP>

com.datumbox.framework.core.machinelearning.common.abstracts.modelers.AbstractClassifier<MP,TP>

com.datumbox.framework.core.machinelearning.common.abstracts.algorithms.AbstractBoostingBagging<BootstrapAggregating.ModelParameters,BootstrapAggregating.TrainingParameters>

com.datumbox.framework.core.machinelearning.ensemblelearning.BootstrapAggregating

All Implemented Interfaces:

Savable, Trainable<BootstrapAggregating.ModelParameters,BootstrapAggregating.TrainingParameters>, java.lang.AutoCloseable

public class BootstrapAggregating
extends AbstractBoostingBagging<BootstrapAggregating.ModelParameters,BootstrapAggregating.TrainingParameters>

Implementation of Bagging algorithm. References: www.cis.temple.edu/~latecki/Courses/AI-Fall10/Lectures/ch7EL.ppt http://www2.icmc.usp.br/~moacir/papers/PontiJr_TutorialMCS_SIBGRAPI2011.pdf https://en.wikipedia.org/wiki/Bootstrap_aggregating http://artint.info/html/ArtInt_184.html http://www.cs.man.ac.uk/~gbrown/research/brown10ensemblelearning.pdf

Nested Class Summary

Nested Classes

Modifier and Type	Class and Description
static class	BootstrapAggregating.ModelParameters Base class for every ModelParameter class in the framework.
static class	BootstrapAggregating.TrainingParameters The AbstractTrainingParameters class stores the parameters that can be changed before training the algorithm.

Nested classes/interfaces inherited from class com.datumbox.framework.core.machinelearning.common.abstracts.algorithms.AbstractBoostingBagging

AbstractBoostingBagging.AbstractModelParameters, AbstractBoostingBagging.AbstractTrainingParameters

Method Summary

Methods inherited from class com.datumbox.framework.core.machinelearning.common.abstracts.algorithms.AbstractBoostingBagging

close, delete, save

Methods inherited from class com.datumbox.framework.core.machinelearning.common.abstracts.modelers.AbstractModeler

predict

Methods inherited from class com.datumbox.framework.core.machinelearning.common.abstracts.AbstractTrainer

fit, getModelParameters, getTrainingParameters

Methods inherited from class java.lang.Object

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