/*
* 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;
}
}