weka.classifiers.meta.generators

Class EMGenerator

java.lang.Object

weka.classifiers.meta.generators.Generator

weka.classifiers.meta.generators.RandomizableGenerator

weka.classifiers.meta.generators.EMGenerator

All Implemented Interfaces:

java.io.Serializable, InstanceHandler, NumericAttributeGenerator, weka.core.CapabilitiesHandler, weka.core.OptionHandler

public class EMGenerator
extends RandomizableGenerator
implements InstanceHandler, NumericAttributeGenerator

A generator that uses EM as an underlying model.

Valid options are:

 -D
  If set, generator is run in debug mode and
  may output additional info to the console

 -S <seed>
  Sets the seed of the random number generator of the generator (default: 1)

Version:

$Revision: 8109 $

Author:

Kathryn Hempstalk (kah18 at cs.waikato.ac.nz)

See Also:

Serialized Form

Constructor Summary

Constructors

Constructor and Description
EMGenerator()

Method Summary

Modifier and Type	Method and Description
void	buildGenerator(weka.core.Instances someinstances) Builds the generator with a given set of instances.
double	generate() Generates a value that falls under this distribution.
weka.core.Capabilities	getCapabilities() Returns the Capabilities of this object
double	getLogProbabilityOf(double valuex) Gets the (natural) log of the probability of a given value.
double	getProbabilityOf(double valuex) Gets the probability that a value falls under this distribution.
java.lang.String	globalInfo() Returns a string describing this class' ability.

Methods inherited from class weka.classifiers.meta.generators.RandomizableGenerator

getOptions, getSeed, listOptions, seedTipText, setOptions, setSeed

Methods inherited from class weka.classifiers.meta.generators.Generator

copy, debugTipText, forName, getDebug, setDebug

Methods inherited from class java.lang.Object

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

Methods inherited from interface weka.core.OptionHandler

makeCopy

Constructor Detail

EMGenerator

public EMGenerator()

Method Detail

globalInfo

public java.lang.String globalInfo()

Returns a string describing this class' ability.

Specified by:

globalInfo in class Generator

Returns:

A description of the class.

getCapabilities

public weka.core.Capabilities getCapabilities()

Returns the Capabilities of this object

Specified by:

getCapabilities in interface weka.core.CapabilitiesHandler

Returns:

the capabilities of this object

See Also:

Capabilities

buildGenerator

public void buildGenerator(weka.core.Instances someinstances)
                    throws java.lang.Exception

Builds the generator with a given set of instances.

Specified by:

buildGenerator in interface InstanceHandler

Parameters:

someinstances - The instances that will be used to build up the probabilities for this generator.

Throws:

java.lang.Exception - if data cannot be processed

generate

public double generate()

Generates a value that falls under this distribution.

Specified by:

generate in class Generator

Returns:

A generated value.

getProbabilityOf

public double getProbabilityOf(double valuex)

Gets the probability that a value falls under this distribution.

Specified by:

getProbabilityOf in class Generator

Parameters:

valuex - The value to get the probability of.

Returns:

The probability of the given value.

getLogProbabilityOf

public double getLogProbabilityOf(double valuex)

Gets the (natural) log of the probability of a given value.

Specified by:

getLogProbabilityOf in class Generator

Parameters:

valuex - The value to get the log probability of.

Returns:

The (natural) log of the probability.