Class GeneticAlgorithm<T>

java.lang.Object

org.episteme.natural.computing.ai.evolutionary.GeneticAlgorithm<T>

public class GeneticAlgorithm<T>
extends Object

Standard Genetic Algorithm implementation. Uses Elitism, Tournament Selection, and Uniform Crossover. *

References:

• Holland, J. H. (1975). Adaptation in Natural and Artificial Systems. University of Michigan Press.
• Goldberg, D. E. (1989). Genetic Algorithms in Search, Optimization, and Machine Learning. Addison-Wesley.

Since:

1.0

Author:

Silvere Martin-Michiellot, Gemini AI (Google DeepMind)

Constructor Summary

Constructors

Constructor	Description
GeneticAlgorithm(double mutationRate, double crossoverRate, int elitismCount, int tournamentSize)

Method Summary

Modifier and Type	Method	Description
Population<T>	evolve(Population<T> population)	Evolve a population to the next generation.

Methods inherited from class Object

clone, equals, finalize, getClass, hashCode, notify, notifyAll, toString, wait, wait, wait

Constructor Details

GeneticAlgorithm

public GeneticAlgorithm(double mutationRate,
 double crossoverRate,
 int elitismCount,
 int tournamentSize)

Method Details

evolve

public Population<T> evolve(Population<T> population)

Evolve a population to the next generation.

Parameters:

population - current population

Returns:

next generation population