/*
* This program is free software; you can redistribute it and/or modify
* it under the terms of the GNU General Public License as published by
* the Free Software Foundation; either version 2 of the License, or
* (at your option) any later version.
*
* This program is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
* GNU General Public License for more details.
*
* You should have received a copy of the GNU General Public License
* along with this program; if not, write to the Free Software
* Foundation, Inc., 675 Mass Ave, Cambridge, MA 02139, USA.
*/
/*
* ExampleBasedFMeasure.java
* Copyright (C) 2009-2011 Aristotle University of Thessaloniki, Greece
*/
package mulan.evaluation.measure;
import mulan.core.MulanRuntimeException;
/**
* Implementation of the example-based F measure.
*
* @author Grigorios Tsoumakas
* @version 2010.12.31
*/
public class ExampleBasedFMeasure extends ExampleBasedBipartitionMeasureBase {
private final double beta;
private final boolean strict;
/**
* Creates a new object
*
* @param strict when false, divisions-by-zero are ignored
*/
public ExampleBasedFMeasure(boolean strict) {
this(strict, 1.0);
}
/**
* Creates a new object
*
* @param strict when false, divisions-by-zero are ignored
* @param beta the beta parameter for precision and recall combination
*/
public ExampleBasedFMeasure(boolean strict, double beta) {
this.strict = strict;
this.beta = beta;
}
public String getName() {
return "Example-Based F Measure";
}
public double getIdealValue() {
return 1;
}
@Override
protected void updateBipartition(boolean[] bipartition, boolean[] truth) {
double tp = 0;
double fp = 0;
double fn = 0;
for (int i = 0; i < truth.length; i++) {
if (bipartition[i] && truth[i]) {
tp++;
}
if (bipartition[i] && !truth[i]) {
fp++;
}
if (!bipartition[i] && truth[i]) {
fn++;
}
}
if (strict) {
sum += FMeasure.compute(tp, fp, fn, beta);
count++;
} else {
try {
sum += FMeasure.compute(tp, fp, fn, beta);
count++;
} catch (MulanRuntimeException e) {
return;
}
}
}
}