weka.classifiers.evaluation

Class MarginCurve

java.lang.Object

weka.classifiers.evaluation.MarginCurve

All Implemented Interfaces:

RevisionHandler

public class MarginCurve
extends java.lang.Object
implements RevisionHandler

Generates points illustrating the prediction margin. The margin is defined as the difference between the probability predicted for the actual class and the highest probability predicted for the other classes. One hypothesis as to the good performance of boosting algorithms is that they increaes the margins on the training data and this gives better performance on test data.

Version:

$Revision: 1.11 $

Author:

Len Trigg (len@reeltwo.com)

Constructor Summary

Constructors

Constructor and Description
MarginCurve()

Method Summary

Modifier and Type	Method and Description
Instances	getCurve(FastVector predictions) Calculates the cumulative margin distribution for the set of predictions, returning the result as a set of Instances.
java.lang.String	getRevision() Returns the revision string.
static void	main(java.lang.String[] args) Tests the MarginCurve generation from the command line.

Methods inherited from class java.lang.Object

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

Constructor Detail

MarginCurve

public MarginCurve()

Method Detail

getCurve

public Instances getCurve(FastVector predictions)

Calculates the cumulative margin distribution for the set of predictions, returning the result as a set of Instances. The structure of these Instances is as follows:

• Margin contains the margin value (which should be plotted as an x-coordinate)
• Current contains the count of instances with the current margin (plot as y axis)
• Cumulative contains the count of instances with margin less than or equal to the current margin (plot as y axis)

Returns:

datapoints as a set of instances, null if no predictions have been made.

getRevision

public java.lang.String getRevision()

Returns the revision string.

Specified by:

getRevision in interface RevisionHandler

Returns:

the revision

main

public static void main(java.lang.String[] args)

Tests the MarginCurve generation from the command line. The classifier is currently hardcoded. Pipe in an arff file.

Parameters:

args - currently ignored