Package com.namsor.oss.classify.bayes

Class NaiveBayesClassifierMapImpl

java.lang.Object

com.namsor.oss.classify.bayes.AbstractNaiveBayesImpl

com.namsor.oss.classify.bayes.AbstractNaiveBayesClassifierImpl

com.namsor.oss.classify.bayes.AbstractNaiveBayesClassifierMapImpl

com.namsor.oss.classify.bayes.NaiveBayesClassifierMapImpl

All Implemented Interfaces:

INaiveBayesClassifier

public class NaiveBayesClassifierMapImpl
extends AbstractNaiveBayesClassifierMapImpl
implements INaiveBayesClassifier

A simple, scalable Naive Bayes Classifier, based on a key-value store (in memory using ConcurrentHashMap, or disk-based using org.mapdb.HTreeMap)

Author:

elian

Field Summary

Fields inherited from class com.namsor.oss.classify.bayes.AbstractNaiveBayesClassifierImpl

orderByProba

Constructor Summary

Constructors

Constructor	Description
NaiveBayesClassifierMapImpl(String classifierName, String[] categories)	Create in-memory classifier using ConcurrentHashMap
NaiveBayesClassifierMapImpl(String classifierName, String[] categories, String rootPathWritable)	Create persistent classifier using org.mapdb.HTreeMap

Method Summary

Modifier and Type	Method	Description
IClassification	classify(Map<String,String> features, boolean explainData)	Predict most probable class, optionally returning the data needed for future explanation.
void	learn(String category, Map<String,String> features, long weight)	Learn from features

Methods inherited from class com.namsor.oss.classify.bayes.AbstractNaiveBayesClassifierMapImpl

dbClose, dbCloseAndDestroy, dbSize, dumpDb, getDb, getRootPathWritable

Methods inherited from class com.namsor.oss.classify.bayes.AbstractNaiveBayesClassifierImpl

getCategories, getClassifierName, learn, likelihoodsToProbas

Methods inherited from class com.namsor.oss.classify.bayes.AbstractNaiveBayesImpl

pathCategory, pathCategoryFeatureKey, pathCategoryFeatureKeyValue, pathFeatureKey, pathFeatureKeyCountValueTypes, pathFeatureKeyValue, pathGlobal, pathGlobalCountCategories

Methods inherited from class java.lang.Object

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

Methods inherited from interface com.namsor.oss.classify.bayes.INaiveBayesClassifier

dbClose, dbCloseAndDestroy, dbSize, dumpDb, getCategories, learn

Constructor Detail

NaiveBayesClassifierMapImpl

public NaiveBayesClassifierMapImpl(String classifierName,
                                   String[] categories)

Create in-memory classifier using ConcurrentHashMap

Parameters:

classifierName - The classifier name

categories - The classification categories

NaiveBayesClassifierMapImpl

public NaiveBayesClassifierMapImpl(String classifierName,
                                   String[] categories,
                                   String rootPathWritable)

Create persistent classifier using org.mapdb.HTreeMap

Parameters:

classifierName - The classifier name

categories - The classification categories

rootPathWritable - A writable directory for org.mapdb.HTreeMap storage

Method Detail

learn

public void learn(String category,
                  Map<String,String> features,
                  long weight)
           throws ClassifyException

Description copied from interface: INaiveBayesClassifier

Learn from features

Specified by:

learn in interface INaiveBayesClassifier

Parameters:

category - The category

features - The features

weight - The weight

Throws:

ClassifyException - The classification error and cause

classify

public IClassification classify(Map<String,String> features,
                                boolean explainData)
                         throws ClassifyException

Description copied from interface: INaiveBayesClassifier

Predict most probable class, optionally returning the data needed for future explanation.

Specified by:

classify in interface INaiveBayesClassifier

Parameters:

features - The features

explainData - If should return the data needed for future explanation

Returns:

The most likely classes with probability and (optionally) the explanation

Throws:

ClassifyException - The classification error and cause