Package sklearn.svm

Class LibSVMClassifier

java.lang.Object

java.util.AbstractMap<K,V>

java.util.HashMap<String,Object>

net.razorvine.pickle.objects.ClassDict

org.jpmml.python.PythonObject

sklearn.Step

sklearn.Estimator

sklearn.Classifier

sklearn.SkLearnClassifier

sklearn.svm.LibSVMClassifier

All Implemented Interfaces:

Serializable, Cloneable, Map<String,Object>, org.jpmml.converter.HasOptions, Encodable, HasSkLearnOptions, HasClasses, HasFeatureNamesIn, HasNumberOfFeatures, HasNumberOfOutputs, HasType, HasPMMLOptions<Estimator>, HasPMMLSegmentId<Estimator>

public class LibSVMClassifier
extends SkLearnClassifier

See Also:

Serialized Form

Nested Class Summary

Nested classes/interfaces inherited from class java.util.AbstractMap

AbstractMap.SimpleEntry<K extends Object,V extends Object>, AbstractMap.SimpleImmutableEntry<K extends Object,V extends Object>

Nested classes/interfaces inherited from interface java.util.Map

Map.Entry<K extends Object,V extends Object>

Field Summary

Fields

Modifier and Type	Field	Description
static List<String>	ENUM_KERNEL
static String	KERNEL_LINEAR
static String	KERNEL_POLY
static String	KERNEL_RBF
static String	KERNEL_SIGMOID

Fields inherited from class sklearn.Classifier

FIELD_PROBABILITY

Fields inherited from class sklearn.Estimator

FIELD_APPLY, FIELD_DECISION_FUNCTION, FIELD_PREDICT

Fields inherited from interface sklearn.HasNumberOfFeatures

UNKNOWN

Fields inherited from interface sklearn.HasNumberOfOutputs

UNKNOWN

Constructor Summary

Constructors

Constructor	Description
LibSVMClassifier(String module, String name)

Method Summary

Modifier and Type	Method	Description
org.dmg.pmml.support_vector_machine.SupportVectorMachineModel	encodeModel(org.jpmml.converter.Schema schema)
Number	getCoef0()
Integer	getDegree()
List<Number>	getDualCoef()
Number	getGamma()
List<Number>	getIntercept()
String	getKernel()
int	getNumberOfFeatures()
List<Integer>	getSupport()
List<Integer>	getSupportSizes()
List<Number>	getSupportVectors()
int[]	getSupportVectorsShape()
boolean	hasProbabilityDistribution()

Methods inherited from class sklearn.SkLearnClassifier

encodePMML

Methods inherited from class sklearn.Classifier

canonicalizeValue, canonicalizeValues, encodeLabel, encodePredictProbaOutput, getClasses, getMiningFunction, getNumberOfOutputs, isSupervised

Methods inherited from class sklearn.Estimator

addFeatureImportances, checkFeatures, checkLabel, configureModel, configureSchema, createApplyField, createMultiApplyField, createPredictProbaFields, encode, encode, encodeApplyOutput, encodeMultiApplyOutput, getAlgorithmName, getClassifierTags, getDataType, getFeatureImportances, getOption, getOpType, getPMMLCustomizations, getPMMLFeatureImportances, getPMMLOptions, getPMMLSegmentId, getRegressorTags, getTargetTags, hasFeatureImportances, putOption, putOptions, setPMMLCustomizations, setPMMLFeatureImportances, setPMMLOptions, setPMMLSegmentId

Methods inherited from class sklearn.Step

checkSkLearnVersion, checkVersion, getFeatureNamesIn, getInputTags, getPMMLName, getSkLearnTags, getSkLearnVersion, setPMMLName

Methods inherited from class org.jpmml.python.PythonObject

containsKey, delattr, get, get, getArray, getArray, getArray, getArrayList, getArrayList, getArrayShape, getArrayShape, getattr, getattr, getBoolean, getBooleanArray, getClassName, getDict, getEnum, getEnumList, getIdentifiable, getInteger, getIntegerArray, getList, getList, getListLike, getListLike, getNumber, getNumberArray, getObject, getObjectArray, getObjectList, getOptional, getOptionalBoolean, getOptionalBoolean, getOptionalDict, getOptionalEnum, getOptionalIdentifiable, getOptionalInteger, getOptionalNumber, getOptionalObject, getOptionalScalar, getOptionalString, getOptionalTuple, getPythonModule, getPythonName, getScalar, getString, getStringArray, getStringList, getTuple, getTupleList, hasattr, put, putAll, remove, setattr, setClassName, update

Methods inherited from class net.razorvine.pickle.objects.ClassDict

__setstate__

Methods inherited from class java.util.HashMap

clear, clone, compute, computeIfAbsent, computeIfPresent, containsValue, entrySet, forEach, getOrDefault, isEmpty, keySet, merge, putIfAbsent, remove, replace, replace, replaceAll, size, values

Methods inherited from class java.util.AbstractMap

equals, hashCode, toString

Methods inherited from class java.lang.Object

getClass, notify, notifyAll, wait, wait, wait

Methods inherited from interface sklearn.HasFeatureNamesIn

getFeatureNamesIn

Methods inherited from interface java.util.Map

equals, hashCode

Field Detail

KERNEL_LINEAR

public static final String KERNEL_LINEAR

See Also:

Constant Field Values

KERNEL_POLY

public static final String KERNEL_POLY

See Also:

Constant Field Values

KERNEL_RBF

public static final String KERNEL_RBF

See Also:

Constant Field Values

KERNEL_SIGMOID

public static final String KERNEL_SIGMOID

See Also:

Constant Field Values

ENUM_KERNEL

public static final List<String> ENUM_KERNEL

Constructor Detail

LibSVMClassifier

public LibSVMClassifier(String module,
                        String name)

Method Detail

getNumberOfFeatures

public int getNumberOfFeatures()

Specified by:

getNumberOfFeatures in interface HasNumberOfFeatures

Overrides:

getNumberOfFeatures in class Estimator

hasProbabilityDistribution

public boolean hasProbabilityDistribution()

Specified by:

hasProbabilityDistribution in interface HasClasses

Overrides:

hasProbabilityDistribution in class Classifier

encodeModel

public org.dmg.pmml.support_vector_machine.SupportVectorMachineModel encodeModel(org.jpmml.converter.Schema schema)

Specified by:

encodeModel in class Estimator

getKernel

public String getKernel()

getDegree

public Integer getDegree()

getGamma

public Number getGamma()

getCoef0

public Number getCoef0()

getSupport

public List<Integer> getSupport()

getSupportVectors

public List<Number> getSupportVectors()

getSupportVectorsShape

public int[] getSupportVectorsShape()

getSupportSizes

public List<Integer> getSupportSizes()

getDualCoef

public List<Number> getDualCoef()

getIntercept

public List<Number> getIntercept()