// Catalano Genetic Library
// The Catalano Framework
//
// Copyright © Diego Catalano, 2012-2019
// diego.catalano at live.com
//
//
// This library is free software; you can redistribute it and/or
// modify it under the terms of the GNU Lesser General Public
// License as published by the Free Software Foundation; either
// version 2.1 of the License, or (at your option) any later version.
//
// This library 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
// Lesser General Public License for more details.
//
// You should have received a copy of the GNU Lesser General Public
// License along with this library; if not, write to the Free Software
// Foundation, Inc., 51 Franklin St, Fifth Floor, Boston, MA 02110-1301 USA
//
package Catalano.Evolutionary.Genetic.Selection;
import Catalano.Core.ArraysUtil;
import Catalano.Evolutionary.Genetic.Chromosome.IChromosome;
import java.util.Arrays;
import java.util.List;
import java.util.Random;
/**
* Roulette Wheel Selection.
* @author Diego Catalano
*/
public class RouletteWheelSelection implements ISelection{
private long seed;
/**
* Initializes a new instance of the RouletteWheelSelection class.
*/
public RouletteWheelSelection() {}
/**
* Initializes a new instance of the RouletteWheelSelection class.
* @param seed Random seed.
*/
public RouletteWheelSelection(long seed) {
this.seed = seed;
}
@Override
public int[] Compute(List chromosomes) {
//Scale fitness [0..1]
int[] index = new int[2];
double[] fitness = new double[chromosomes.size()];
double max = 0;
for (int i = 0; i < fitness.length; i++) {
fitness[i] = chromosomes.get(i).getFitness();
max = Math.max(max, fitness[i]);
}
for (int i = 0; i < fitness.length; i++) {
fitness[i] /= max;
}
//Sort the fitness values
int[] oriIndex = ArraysUtil.Argsort(fitness, true);
Arrays.sort(fitness);
//Select the chromossomes
Random r = new Random();
if(seed != 0) r.setSeed(seed);
for (int i = 0; i < index.length; i++) {
double v = r.nextDouble();
for (int j = 0; j < fitness.length; j++) {
if(v >= fitness[j]){
index[i] = oriIndex[j];
}
}
}
return index;
}
}
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