smile.validation.metric

Class Sensitivity

java.lang.Object

smile.validation.metric.Sensitivity

All Implemented Interfaces:

java.io.Serializable, ClassificationMetric

public class Sensitivity
extends java.lang.Object
implements ClassificationMetric

Sensitivity or true positive rate (TPR) (also called hit rate, recall) is a statistical measures of the performance of a binary classification test. Sensitivity is the proportion of actual positives which are correctly identified as such.

     TPR = TP / P = TP / (TP + FN)
 

Sensitivity and specificity are closely related to the concepts of type I and type II errors. For any test, there is usually a trade-off between the measures. This trade-off can be represented graphically using an ROC curve.

In this implementation, the class label 1 is regarded as positive and 0 is regarded as negative.

See Also:

Serialized Form

Field Summary

Fields

Modifier and Type	Field and Description
static Sensitivity	instance Default instance.

Constructor Summary

Constructors

Constructor and Description
Sensitivity()

Method Summary

Modifier and Type	Method and Description
static double	of(int[] truth, int[] prediction) Calculates the sensitivity.
double	score(int[] truth, int[] prediction) Returns a score to measure the quality of classification.
java.lang.String	toString()

Methods inherited from class java.lang.Object

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

Field Detail

instance

public static final Sensitivity instance

Default instance.

Constructor Detail

Sensitivity

public Sensitivity()

Method Detail

score

public double score(int[] truth,
                    int[] prediction)

Description copied from interface: ClassificationMetric

Returns a score to measure the quality of classification.

Specified by:

score in interface ClassificationMetric

Parameters:

truth - the true class labels.

prediction - the predicted class labels.

of

public static double of(int[] truth,
                        int[] prediction)

Calculates the sensitivity.

toString

public java.lang.String toString()

Overrides:

toString in class java.lang.Object