de.jstacs.classifiers.performanceMeasures

Class AbstractPerformanceMeasureParameterSet<T extends PerformanceMeasure>

java.lang.Object

de.jstacs.parameters.ParameterSet

de.jstacs.parameters.ExpandableParameterSet

de.jstacs.classifiers.performanceMeasures.AbstractPerformanceMeasureParameterSet<T>

Type Parameters:

T - the class of the PerformanceMeasure, typically NumericalPerformanceMeasure or PerformanceMeasure

All Implemented Interfaces:

GalaxyConvertible, Storable, Cloneable

Direct Known Subclasses:

NumericalPerformanceMeasureParameterSet, PerformanceMeasureParameterSet

public class AbstractPerformanceMeasureParameterSet<T extends PerformanceMeasure>
extends ExpandableParameterSet

This class implements a container of PerformanceMeasures that can be used in AbstractClassifier.evaluate(AbstractPerformanceMeasureParameterSet, boolean, de.jstacs.data.DataSet...).

Author:

Jens Keilwagen, Jan Grau

Nested Class Summary

Nested classes/interfaces inherited from class de.jstacs.parameters.ParameterSet

ParameterSet.ParameterList

Field Summary

Fields inherited from class de.jstacs.parameters.ExpandableParameterSet

commentTemplate, nameTemplate, template

Fields inherited from class de.jstacs.parameters.ParameterSet

errorMessage, parameters, parent

Constructor Summary

Constructors

Modifier	Constructor and Description
protected	AbstractPerformanceMeasureParameterSet(int numClasses, boolean numerical, T[] measures) Creates a new AbstractPerformanceMeasureParameterSet for the given number of classes and measures using only numerical performance measures or not.
protected	AbstractPerformanceMeasureParameterSet(int numClasses, SelectionParameter selection, T... measures) This constructor creates an instance with a given template selection that can be used for classifiers handling a given number of classes.
	AbstractPerformanceMeasureParameterSet(StringBuffer xml) The standard constructor for the interface Storable.

Method Summary

Methods

Modifier and Type	Method and Description
static NumericalPerformanceMeasureParameterSet	createFilledParameters() Creates a filled NumericalPerformanceMeasureParameterSet that can be used in AbstractClassifier.evaluate(AbstractPerformanceMeasureParameterSet, boolean, de.jstacs.data.DataSet...) or in a ClassifierAssessment.
static AbstractPerformanceMeasureParameterSet	createFilledParameters(boolean numerical, double spForSn, double snForFPR, double snForPPV, double beta) Creates a filled AbstractPerformanceMeasureParameterSet that can be used in AbstractClassifier.evaluate(AbstractPerformanceMeasureParameterSet, boolean, de.jstacs.data.DataSet...).
AbstractPerformanceMeasure[]	getAllMeasures() Returns an array of all contained performance measures.
protected static int	getNumberOfClasses(PerformanceMeasure[] measures) Returns the number of classes the PerformanceMeasures in measures can be applied to.
AbstractPerformanceMeasure	removeMeasure(int index) Removes the measure with index index from the set and returns this measure.
AbstractPerformanceMeasure[]	removeMeasures(Class<? extends AbstractPerformanceMeasure> clazz) Removes all measures of a specific class from the set.
AbstractPerformanceMeasure[]	removeMeasures(String name) Removes all measures with a specific name.
protected void	setMeasure(T measure) Sets the given measure as content of the internally last ParameterSetContainer.

Methods inherited from class de.jstacs.parameters.ExpandableParameterSet

addParameterToSet, clone, fromGalaxy, fromXML, parameterRemovable, removeParameterFromSet, replaceContentWith, toGalaxy, toXML

Methods inherited from class de.jstacs.parameters.ParameterSet

getAllParameterNames, getComment, getComment, getErrorMessage, getIndex, getName, getName, getNumberOfParameters, getParameterAt, getParameterForName, getParent, hasDefaultOrIsSet, initParameterList, initParameterList, isAtomic, isComparable, parametersLoaded, reset, setParent

Methods inherited from class java.lang.Object

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

Constructor Detail

AbstractPerformanceMeasureParameterSet

public AbstractPerformanceMeasureParameterSet(StringBuffer xml)
                                       throws NonParsableException

The standard constructor for the interface Storable. Constructs a AbstractPerformanceMeasureParameterSet out of an XML representation.

Parameters:

xml - the XML representation as StringBuffer

Throws:

NonParsableException - if the AbstractPerformanceMeasureParameterSet could not be reconstructed out of the StringBuffer xml

AbstractPerformanceMeasureParameterSet

protected AbstractPerformanceMeasureParameterSet(int numClasses,
                                      boolean numerical,
                                      T[] measures)
                                          throws Exception

Creates a new AbstractPerformanceMeasureParameterSet for the given number of classes and measures using only numerical performance measures or not.

Parameters:

numClasses - the number of classes

numerical - the information if all measures shall be NumericalPerformanceMeasures

measures - the measures

Throws:

Exception - if something went wrong

AbstractPerformanceMeasureParameterSet

protected AbstractPerformanceMeasureParameterSet(int numClasses,
                                      SelectionParameter selection,
                                      T... measures)
                                          throws Exception

This constructor creates an instance with a given template selection that can be used for classifiers handling a given number of classes. Additional it allows to set some measure initially.

Parameters:

numClasses - the number of classes

selection - the template that can be used to add an select performance measures

measures - the initially set measures

Throws:

Exception - if the measures could not be set (e.g. number of classes differs, ...)

Method Detail

getNumberOfClasses

protected static int getNumberOfClasses(PerformanceMeasure[] measures)

Returns the number of classes the PerformanceMeasures in measures can be applied to.

Parameters:

measures - the measures

Returns:

the number of classes

createFilledParameters

public static NumericalPerformanceMeasureParameterSet createFilledParameters()
                                                                      throws Exception

Creates a filled NumericalPerformanceMeasureParameterSet that can be used in AbstractClassifier.evaluate(AbstractPerformanceMeasureParameterSet, boolean, de.jstacs.data.DataSet...) or in a ClassifierAssessment.

Returns:

a filled NumericalPerformanceMeasureParameterSet

Throws:

Exception - forwarded from createFilledParameters(boolean, double, double, double, double)

createFilledParameters

public static AbstractPerformanceMeasureParameterSet createFilledParameters(boolean numerical,
                                                            double spForSn,
                                                            double snForFPR,
                                                            double snForPPV,
                                                            double beta)
                                                                     throws Exception

Creates a filled AbstractPerformanceMeasureParameterSet that can be used in AbstractClassifier.evaluate(AbstractPerformanceMeasureParameterSet, boolean, de.jstacs.data.DataSet...). If numerical = false, the parameter set also contains curve measures (e.g. PRCurve, ROCCurve).

Parameters:

numerical - if trueNumericalPerformanceMeasureParameterSet, otherwise AbstractPerformanceMeasureParameterSet

spForSn - the specificity for computing the sensitivity (cf. SensitivityForFixedSpecificity)

snForFPR - the specificity for computing the sensitivity (cf. FalsePositiveRateForFixedSensitivity)

snForPPV - the specificity for computing the sensitivity (cf. PositivePredictiveValueForFixedSensitivity)

beta - the beta of the F-measure (cf. MaximumFMeasure)

Returns:

a filled AbstractPerformanceMeasureParameterSet

Throws:

Exception - if a performance measure could not be created properly (e.g. wrong parameters: sensitivity < 0, ...)

setMeasure

protected void setMeasure(T measure)
                   throws SimpleParameter.IllegalValueException

Sets the given measure as content of the internally last ParameterSetContainer.

Parameters:

measure - the measure to be computed

Throws:

SimpleParameter.IllegalValueException - if the measure could not be set (forwarded from SelectionParameter.setValue(Object))

removeMeasure

public AbstractPerformanceMeasure removeMeasure(int index)

Removes the measure with index index from the set and returns this measure.

Parameters:

index - the index of the measure to be removed

Returns:

the removed measure.

removeMeasures

public AbstractPerformanceMeasure[] removeMeasures(Class<? extends AbstractPerformanceMeasure> clazz)

Removes all measures of a specific class from the set.

Parameters:

clazz - the specific class

Returns:

the removed measures as an array

See Also:

Object.equals(Object)

removeMeasures

public AbstractPerformanceMeasure[] removeMeasures(String name)

Removes all measures with a specific name.

Parameters:

name - the specific name

Returns:

the removed measures as an array

See Also:

AbstractPerformanceMeasure.getName(), String.equals(Object)

getAllMeasures

public AbstractPerformanceMeasure[] getAllMeasures()

Returns an array of all contained performance measures.

Returns:

an array of all contained performance measures.