/* * 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. */ /* * Copyright (C) 2008 University of Waikato Hamilton, New Zealand */ package weka.filters.supervised.instance; import weka.core.Instances; import weka.core.TestInstances; import weka.filters.AbstractFilterTest; import weka.filters.Filter; import junit.framework.Test; import junit.framework.TestSuite; /** * Tests SMOTE. Run from the command line with: <p/> * java weka.filters.supervised.instance.SMOTETest * * @author fracpete (FracPete at waikato dot ac dot nz) * @version $Revision$ */ public class SMOTETest extends AbstractFilterTest { /** * Initializes the test. * * @param name the name of the test */ public SMOTETest(String name) { super(name); } /** * Need to set the class index * * @throws Exception if setup fails */ protected void setUp() throws Exception { super.setUp(); m_Instances.setClassIndex(1); } /** * returns data generated for the FilteredClassifier test * * @return the dataset for the FilteredClassifier * @throws Exception if generation of data fails */ protected Instances getFilteredClassifierData() throws Exception { TestInstances test; Instances result; // NB: in order to make sure that the classifier can handle the data, // we're using the classifier's capabilities to generate the data. test = TestInstances.forCapabilities( m_FilteredClassifier.getClassifier().getCapabilities()); test.setNumInstances(40); test.setClassIndex(TestInstances.CLASS_IS_LAST); result = test.generate(); return result; } /** * Creates a default SMOTE * * @return the default filter */ public Filter getFilter() { SMOTE f = new SMOTE(); return f; } /** * Returns a test suite. * * @return the test suite */ public static Test suite() { return new TestSuite(SMOTETest.class); } /** * Runs the test from commandline. * * @param args ignored */ public static void main(String[] args){ junit.textui.TestRunner.run(suite()); } }