weka.classifiers.mi.supportVector

Class MIPolyKernel

java.lang.Object

weka.classifiers.functions.supportVector.Kernel

weka.classifiers.functions.supportVector.CachedKernel

weka.classifiers.functions.supportVector.PolyKernel

weka.classifiers.mi.supportVector.MIPolyKernel

All Implemented Interfaces:

java.io.Serializable, CapabilitiesHandler, MultiInstanceCapabilitiesHandler, OptionHandler, RevisionHandler

public class MIPolyKernel
extends PolyKernel
implements MultiInstanceCapabilitiesHandler

The polynomial kernel : K(x, y) = <x, y>^p or K(x, y) = (<x, y>+1)^p

Valid options are:

 -D
  Enables debugging output (if available) to be printed.
  (default: off)

 -no-checks
  Turns off all checks - use with caution!
  (default: checks on)

 -C <num>
  The size of the cache (a prime number), 0 for full cache and 
  -1 to turn it off.
  (default: 250007)

 -E <num>
  The Exponent to use.
  (default: 1.0)

 -L
  Use lower-order terms.
  (default: no)

Version:

$Revision: 10036 $

Author:

Eibe Frank (eibe@cs.waikato.ac.nz), Shane Legg (shane@intelligenesis.net) (sparse vector code), Stuart Inglis (stuart@reeltwo.com) (sparse vector code), Lin Dong (ld21@cs.waikato.ac.nz) (MIkernel)

See Also:

Serialized Form

Constructor Summary

Constructors

Constructor and Description
MIPolyKernel() default constructor - does nothing.
MIPolyKernel(Instances data, int cacheSize, double exponent, boolean lowerOrder) Creates a new MIPolyKernel instance.

Method Summary

Modifier and Type	Method and Description
void	clean() Frees the cache used by the kernel.
Capabilities	getCapabilities() Returns the Capabilities of this kernel.
Capabilities	getMultiInstanceCapabilities() Returns the capabilities of this multi-instance kernel for the relational data.
java.lang.String	getRevision() Returns the revision string.

Methods inherited from class weka.classifiers.functions.supportVector.PolyKernel

exponentTipText, getExponent, getOptions, getUseLowerOrder, globalInfo, listOptions, setExponent, setOptions, setUseLowerOrder, toString, useLowerOrderTipText

Methods inherited from class weka.classifiers.functions.supportVector.CachedKernel

buildKernel, cacheSizeTipText, eval, getCacheSize, numCacheHits, numEvals, setCacheSize

Methods inherited from class weka.classifiers.functions.supportVector.Kernel

checksTurnedOffTipText, debugTipText, forName, getChecksTurnedOff, getDebug, makeCopies, makeCopy, setChecksTurnedOff, setDebug

Methods inherited from class java.lang.Object

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

Constructor Detail

MIPolyKernel

public MIPolyKernel()

default constructor - does nothing.

MIPolyKernel

public MIPolyKernel(Instances data,
                    int cacheSize,
                    double exponent,
                    boolean lowerOrder)
             throws java.lang.Exception

Creates a new MIPolyKernel instance.

Parameters:

data - the training dataset used.

cacheSize - the size of the cache (a prime number)

exponent - the exponent to use

lowerOrder - whether to use lower-order terms

Throws:

java.lang.Exception - if something goes wrong

Method Detail

getCapabilities

public Capabilities getCapabilities()

Returns the Capabilities of this kernel.

Specified by:

getCapabilities in interface CapabilitiesHandler

Overrides:

getCapabilities in class PolyKernel

Returns:

the capabilities of this object

See Also:

Capabilities

getMultiInstanceCapabilities

public Capabilities getMultiInstanceCapabilities()

Returns the capabilities of this multi-instance kernel for the relational data.

Specified by:

getMultiInstanceCapabilities in interface MultiInstanceCapabilitiesHandler

Returns:

the capabilities of this object

See Also:

Capabilities

clean

public void clean()

Frees the cache used by the kernel.

Overrides:

clean in class PolyKernel

getRevision

public java.lang.String getRevision()

Returns the revision string.

Specified by:

getRevision in interface RevisionHandler

Overrides:

getRevision in class PolyKernel

Returns:

the revision