/* * 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.example.table.AttributeFactory; import com.rapidminer.tools.Ontology; import com.rapidminer.tools.RandomGenerator; /** Generates a uniformly distributed grid in the given dimensions. * * @author Ingo Mierswa * @version $Id: GridFunction.java,v 1.3 2008/05/09 19:22:51 ingomierswa Exp $ */ public class GridFunction implements TargetFunction { private double lowerBound = -10.0d; private double upperBound = 10.0d; private int numberOfExamples; private int numberOfAttributes; private int[] counter; private int maxCounter; private double dimDistance; public void init(RandomGenerator random) { this.counter = new int[numberOfAttributes]; this.maxCounter = (int) Math.round(Math.exp(Math.log(numberOfExamples) / numberOfAttributes)); this.dimDistance = (upperBound - lowerBound) / this.maxCounter; } public void setTotalNumberOfExamples(int number) { this.numberOfExamples = number; } public void setTotalNumberOfAttributes(int number) { this.numberOfAttributes = number; } public void setLowerArgumentBound(double lower) { this.lowerBound = lower; } public void setUpperArgumentBound(double upper) { this.upperBound = upper; } public Attribute getLabel() { return AttributeFactory.createAttribute("label", Ontology.REAL); } public double calculate(double[] att) throws FunctionException { return 0.0d; } public double[] createArguments(int number, RandomGenerator random) throws FunctionException { if (number <= 0) throw new FunctionException("Grid function", "must have at least one attribute!"); double[] args = new double[number]; for (int i = 0; i < args.length; i++) { args[i] = lowerBound + (dimDistance / 2.0d) + counter[i] * dimDistance; } incrementCounter(counter, 0); return args; } private void incrementCounter(int[] counter, int pos) { counter[pos]++; if (counter[pos] >= maxCounter) { counter[pos] = 0; if (pos < counter.length - 1) { incrementCounter(counter, pos + 1); } } } }