Package adams.opt.genetic

Enum Measure

java.lang.Object

java.lang.Enum<Measure>

adams.opt.genetic.Measure

All Implemented Interfaces:

Serializable, Comparable<Measure>

public enum Measure
extends Enum<Measure>

The measure to use for evaluating.

Author:

FracPete (fracpete at waikato dot ac dot nz)

Enum Constant Summary

Enum Constants

Enum Constant	Description
ACC	Accuracy.
AREA_UNDER_PRC	area under precision recall curve.
AREA_UNDER_ROC	area under receiver operator curve.
CC	Correlation coefficient.
F_MEASURE	F measure.
FALSE_NEG_RATE	false negative rate.
FALSE_POS_RATE	false positive rate.
KAPPA	Kappa.
MAE	Mean absolute error.
MATTHEWS_CC	Matthews Correlation coefficient.
MSLE	Mean squared logarithmic error.
PRECISION	precision.
RAE	Relative absolute error.
RECALL	recall.
RMSE	Root mean squared error.
RRSE	Root relative squared error.
RSQUARED	R^2.
TRUE_NEG_RATE	true negative rate.
TRUE_POS_RATE	true positive rate.

Method Summary

Modifier and Type	Method	Description
double	adjust(double measure)	Adjusts the measure value for sorting: either multiplies it with -1 or 1.
double	extract(weka.classifiers.Evaluation evaluation, boolean adjust, int classLabel)	Extracts the measure from the Evaluation object.
boolean	isPerClassLabel()	Returns whether the measure is per class label.
String	isValid(weka.core.Instances data, String index)	Checks whether the data can be used with this measure.
EvaluationStatistic	toEvaluationStatistic()	Converts the measure into EvaluationStatistic.
static Measure	valueOf(String name)	Returns the enum constant of this type with the specified name.
static Measure[]	values()	Returns an array containing the constants of this enum type, in the order they are declared.

Methods inherited from class java.lang.Enum

clone, compareTo, equals, finalize, getDeclaringClass, hashCode, name, ordinal, toString, valueOf

Methods inherited from class java.lang.Object

getClass, notify, notifyAll, wait, wait, wait

Enum Constant Detail

ACC

public static final Measure ACC

Accuracy.

CC

public static final Measure CC

Correlation coefficient.

MAE

public static final Measure MAE

Mean absolute error.

MSLE

public static final Measure MSLE

Mean squared logarithmic error.

RAE

public static final Measure RAE

Relative absolute error.

RMSE

public static final Measure RMSE

Root mean squared error.

RRSE

public static final Measure RRSE

Root relative squared error.

RSQUARED

public static final Measure RSQUARED

R^2.

KAPPA

public static final Measure KAPPA

Kappa.

FALSE_POS_RATE

public static final Measure FALSE_POS_RATE

false positive rate.

FALSE_NEG_RATE

public static final Measure FALSE_NEG_RATE

false negative rate.

TRUE_POS_RATE

public static final Measure TRUE_POS_RATE

true positive rate.

TRUE_NEG_RATE

public static final Measure TRUE_NEG_RATE

true negative rate.

F_MEASURE

public static final Measure F_MEASURE

F measure.

PRECISION

public static final Measure PRECISION

precision.

RECALL

public static final Measure RECALL

recall.

AREA_UNDER_ROC

public static final Measure AREA_UNDER_ROC

area under receiver operator curve.

AREA_UNDER_PRC

public static final Measure AREA_UNDER_PRC

area under precision recall curve.

MATTHEWS_CC

public static final Measure MATTHEWS_CC

Matthews Correlation coefficient.

Method Detail

values

public static Measure[] values()

Returns an array containing the constants of this enum type, in the order they are declared. This method may be used to iterate over the constants as follows:

for (Measure c : Measure.values())
    System.out.println(c);

Returns:

an array containing the constants of this enum type, in the order they are declared

valueOf

public static Measure valueOf(String name)

Returns the enum constant of this type with the specified name. The string must match exactly an identifier used to declare an enum constant in this type. (Extraneous whitespace characters are not permitted.)

Parameters:

name - the name of the enum constant to be returned.

Returns:

the enum constant with the specified name

Throws:

IllegalArgumentException - if this enum type has no constant with the specified name

NullPointerException - if the argument is null

toEvaluationStatistic

public EvaluationStatistic toEvaluationStatistic()

Converts the measure into EvaluationStatistic.

Returns:

the converted statistic

extract

public double extract(weka.classifiers.Evaluation evaluation,
                      boolean adjust,
                      int classLabel)
               throws Exception

Extracts the measure from the Evaluation object.

Parameters:

evaluation - the evaluation to use

adjust - whether to just the measure

classLabel - the index of the class label to use (for per-class-label stats)

Returns:

the measure

Throws:

Exception - in case the retrieval of the measure fails

See Also:

adjust(double)

adjust

public double adjust(double measure)

Adjusts the measure value for sorting: either multiplies it with -1 or 1.

Parameters:

measure - the raw measure

Returns:

the adjusted measure

isValid

public String isValid(weka.core.Instances data,
                      String index)

Checks whether the data can be used with this measure.

Parameters:

data - the data to check

index - the index for per-class-label measures

Returns:

null if valid, otherwise error message

isPerClassLabel

public boolean isPerClassLabel()

Returns whether the measure is per class label.

Returns:

true if per class label