/* * 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. */ /* * MacroPrecision.java * Copyright (C) 2009-2010 Aristotle University of Thessaloniki, Thessaloniki, Greece */ package mulan.evaluation.measure; import mulan.core.MulanRuntimeException; /** * Implementation of the macro-averaged precision measure. * * @author Grigorios Tsoumakas * @version 2010.11.05 */ public class MacroPrecision extends LabelBasedPrecision { private boolean strict; /** * Constructs a new object with given number of labels * * @param numOfLabels the number of labels * @param isStrict when false, divisions-by-zero are ignored */ public MacroPrecision(int numOfLabels, boolean isStrict) { super(numOfLabels); strict = isStrict; } public double getValue() { double sum = 0; int count = 0; for (int labelIndex = 0; labelIndex < numOfLabels; labelIndex++) { if (truePositives[labelIndex] + falsePositives[labelIndex] == 0) { if (strict) { throw new MulanRuntimeException("None example predicted positive"); } } else { sum += truePositives[labelIndex] / (truePositives[labelIndex] + falsePositives[labelIndex]); count++; } } return sum / count; } public String getName() { return "Macro-averaged Precision"; } }