/* * RapidMiner * * Copyright (C) 2001-2008 by Rapid-I and the contributors * * Complete list of developers available at our web site: * * http://rapid-i.com * * This program is free software: you can redistribute it and/or modify * it under the terms of the GNU Affero General Public License as published by * the Free Software Foundation, either version 3 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 Affero General Public License for more details. * * You should have received a copy of the GNU Affero General Public License * along with this program. If not, see http://www.gnu.org/licenses/. */ package com.rapidminer.operator.generator; import com.rapidminer.example.Attribute; import com.rapidminer.tools.RandomGenerator; /** * Generates an Association function transaction dataset. The first four * attributes are correlated. * * @author Ingo Mierswa * @version $Id: TransactionDatasetFunction.java,v 1.4 2008/05/09 19:22:50 ingomierswa Exp $ */ public class TransactionDatasetFunction implements TargetFunction { /** Does nothing. */ public void init(RandomGenerator random) {} /** Does nothing. */ public void setTotalNumberOfExamples(int number) {} /** Does nothing. */ public void setTotalNumberOfAttributes(int number) {} /** Since circles are used the upper and lower bounds must be the same. */ public void setLowerArgumentBound(double lower) {} public void setUpperArgumentBound(double upper) {} public Attribute getLabel() { return null; } public double calculate(double[] att) throws FunctionException { if (att.length < 5) throw new FunctionException("Association function", "needs at least 5 attributes!"); return Double.NaN; } public double[] createArguments(int number, RandomGenerator random) throws FunctionException { if (number < 5) throw new FunctionException("Association function", "needs at least 5 attributes!"); double[] args = new double[number]; for (int i = 0; i < args.length; i++) { args[i] = random.nextDouble() < 0.1 ? 1 : 0; } if ((args[1] == 1) && (random.nextDouble() < 0.8)) args[3] = 1; if ((args[0] == 1) && (random.nextDouble() < 0.9)) args[1] = 1; if ((args[0] == 1) && (random.nextDouble() < 0.7)) args[2] = 1; return args; } }