com.datumbox.framework.core.machinelearning.classification

Class BinarizedNaiveBayes

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.AbstractNaiveBayes<BinarizedNaiveBayes.ModelParameters,BinarizedNaiveBayes.TrainingParameters>

com.datumbox.framework.core.machinelearning.classification.BinarizedNaiveBayes

All Implemented Interfaces:

Savable, Parallelizable, PredictParallelizable, Trainable<BinarizedNaiveBayes.ModelParameters,BinarizedNaiveBayes.TrainingParameters>, TrainParallelizable, java.lang.AutoCloseable

public class BinarizedNaiveBayes
extends AbstractNaiveBayes<BinarizedNaiveBayes.ModelParameters,BinarizedNaiveBayes.TrainingParameters>

The BinarizedNaiveBayes class implements an alternative version of Multinomial Naive Bayes, in which the total number of counts of each activated feature is clipped to 1. References: http://blog.datumbox.com/machine-learning-tutorial-the-naive-bayes-text-classifier/ http://www.stanford.edu/class/cs124/lec/sentiment.pptx

Nested Class Summary

Nested Classes

Modifier and Type	Class and Description
static class	BinarizedNaiveBayes.ModelParameters Base class for every ModelParameter class in the framework.
static class	BinarizedNaiveBayes.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.AbstractNaiveBayes

AbstractNaiveBayes.AbstractModelParameters, AbstractNaiveBayes.AbstractTrainingParameters

Nested classes/interfaces inherited from interface com.datumbox.framework.core.machinelearning.common.interfaces.PredictParallelizable

PredictParallelizable.Prediction

Method Summary

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

_predictRecord, isParallelized, setParallelized

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

close, delete, fit, getModelParameters, getTrainingParameters, save

Methods inherited from class java.lang.Object

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

Methods inherited from interface com.datumbox.framework.core.machinelearning.common.interfaces.PredictParallelizable

_predictDatasetParallel, _predictDatasetParallel