/* * 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; } } } }