de.jstacs.classifiers.performanceMeasures

Class SensitivityForFixedSpecificity

java.lang.Object

de.jstacs.parameters.ParameterSet

de.jstacs.classifiers.performanceMeasures.AbstractPerformanceMeasure

de.jstacs.classifiers.performanceMeasures.AbstractTwoClassPerformanceMeasure

de.jstacs.classifiers.performanceMeasures.AbstractNumericalTwoClassPerformanceMeasure

de.jstacs.classifiers.performanceMeasures.SensitivityForFixedSpecificity

All Implemented Interfaces:

NumericalPerformanceMeasure, PerformanceMeasure, GalaxyConvertible, Storable, Cloneable

public class SensitivityForFixedSpecificity
extends AbstractNumericalTwoClassPerformanceMeasure

This class implements the sensitivity for a fixed specificity. The sensitivity is defined as and the specificity is defined as . The classification threshold for computing the sensitivity is chosen such that the classifier yields at least the specified specificity.

Author:

Jan Grau, Jens Keilwagen

Nested Class Summary

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

ParameterSet.ParameterList

Field Summary

Fields inherited from class de.jstacs.parameters.ParameterSet

errorMessage, parameters, parent

Constructor Summary

Constructors

Constructor and Description
SensitivityForFixedSpecificity() Constructs a new instance of the performance measure SensitivityForFixedSpecificity with empty parameter values.
SensitivityForFixedSpecificity(double specificity) Constructs a new instance of the performance measure SensitivityForFixedSpecificity with given specificity.
SensitivityForFixedSpecificity(StringBuffer xml) The standard constructor for the interface Storable.

Method Summary

Modifier and Type	Method and Description
NumericalResultSet	compute(double[] sortedScoresClass0, double[] weightClass0, double[] sortedScoresClass1, double[] weightClass1) This method allows to compute the performance measure of given sorted score ratios.
String	getName() The method returns the name of the performance measure.

Methods inherited from class de.jstacs.classifiers.performanceMeasures.AbstractNumericalTwoClassPerformanceMeasure

compute, compute, compute

Methods inherited from class de.jstacs.classifiers.performanceMeasures.AbstractTwoClassPerformanceMeasure

getAllowedNumberOfClasses

Methods inherited from class de.jstacs.classifiers.performanceMeasures.AbstractPerformanceMeasure

findSplitIndex, findThreshold, getCollectionOfAllMeasures, getWeight, simpleWeights

Methods inherited from class de.jstacs.parameters.ParameterSet

clone, fromGalaxy, fromXML, getAllParameterNames, getComment, getComment, getErrorMessage, getIndex, getName, getName, getNumberOfParameters, getParameterAt, getParameterForName, getParent, hasDefaultOrIsSet, initParameterList, initParameterList, isAtomic, isComparable, parametersLoaded, reset, setParent, toGalaxy, toXML

Methods inherited from class java.lang.Object

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

Methods inherited from interface de.jstacs.classifiers.performanceMeasures.PerformanceMeasure

getAllowedNumberOfClasses

Constructor Detail

SensitivityForFixedSpecificity

public SensitivityForFixedSpecificity()

Constructs a new instance of the performance measure SensitivityForFixedSpecificity with empty parameter values.

SensitivityForFixedSpecificity

public SensitivityForFixedSpecificity(double specificity)
                               throws Exception

Constructs a new instance of the performance measure SensitivityForFixedSpecificity with given specificity.

Parameters:

specificity - the specificity for which the sensitivity should be computed

Throws:

Exception - if the internal parameters can not be created or the value can not be set

SensitivityForFixedSpecificity

public SensitivityForFixedSpecificity(StringBuffer xml)
                               throws NonParsableException

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

Parameters:

xml - the XML representation as StringBuffer

Throws:

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

Method Detail

getName

public String getName()

Description copied from interface: PerformanceMeasure

The method returns the name of the performance measure.

Specified by:

getName in interface PerformanceMeasure

Specified by:

getName in class AbstractPerformanceMeasure

Returns:

the name of the performance measure

compute

public NumericalResultSet compute(double[] sortedScoresClass0,
                                  double[] weightClass0,
                                  double[] sortedScoresClass1,
                                  double[] weightClass1)

Description copied from interface: NumericalPerformanceMeasure

This method allows to compute the performance measure of given sorted score ratios. This method can only be used for binary classifiers.

Specified by:

compute in interface NumericalPerformanceMeasure

Specified by:

compute in interface PerformanceMeasure

Specified by:

compute in class AbstractNumericalTwoClassPerformanceMeasure

Parameters:

sortedScoresClass0 - the sorted score ratios of class 0

weightClass0 - the weights of the sequences of class 0 sorted along with the scores sortedScoresClass0

sortedScoresClass1 - the sorted score ratios of class 1

weightClass1 - the weights of the sequences of class 1 sorted along with the scores sortedScoresClass1

Returns:

a result set containing the results of the performance measure

See Also:

ToolBox.sortAlongWith(double[], double[][])