/// <summary>
/// Constructs with the default NeatEvolutionAlgorithmParameters and speciation strategy
/// (KMeansClusteringStrategy with ManhattanDistanceMetric).
/// </summary>
public NeatEvolutionAlgorithm()
{
_eaParams = new NeatEvolutionAlgorithmParameters();
_eaParamsComplexifying = _eaParams;
_eaParamsSimplifying = _eaParams.CreateSimplifyingParameters();
_stats = new NeatAlgorithmStats(_eaParams);
_speciationStrategy = new KMeansClusteringStrategy <TGenome>(new ManhattanDistanceMetric());
_complexityRegulationMode = ComplexityRegulationMode.Complexifying;
_complexityRegulationStrategy = new NullComplexityRegulationStrategy();
}
/// <summary>
/// Constructs with the provided NeatEvolutionAlgorithmParameters and ISpeciationStrategy.
/// </summary>
public NeatEvolutionAlgorithm(NeatEvolutionAlgorithmParameters eaParams,
ISpeciationStrategy <TGenome> speciationStrategy,
IComplexityRegulationStrategy complexityRegulationStrategy)
{
_eaParams = eaParams;
_eaParamsComplexifying = _eaParams;
_eaParamsSimplifying = _eaParams.CreateSimplifyingParameters();
_stats = new NeatAlgorithmStats(_eaParams);
_speciationStrategy = speciationStrategy;
_complexityRegulationMode = ComplexityRegulationMode.Complexifying;
_complexityRegulationStrategy = complexityRegulationStrategy;
}
/// <summary>
/// Constructs with the default NeatEvolutionAlgorithmParameters and speciation strategy
/// (KMeansClusteringStrategy with ManhattanDistanceMetric).
/// </summary>
/*
* public NeatEvolutionAlgorithm()
* {
* _eaParams = new NeatEvolutionAlgorithmParameters();
* _eaParamsComplexifying = _eaParams;
* _eaParamsSimplifying = _eaParams.CreateSimplifyingParameters();
* _stats = new NeatAlgorithmStats(_eaParams);
* _speciationStrategy = new KMeansClusteringStrategy<TGenome>(new ManhattanDistanceMetric());
*
* _complexityRegulationMode = ComplexityRegulationMode.Complexifying;
* _complexityRegulationStrategy = new NullComplexityRegulationStrategy();
* }
*/
/// <summary>
/// Constructs with the provided NeatEvolutionAlgorithmParameters and ISpeciationStrategy.
/// </summary>
/*
* public NeatEvolutionAlgorithm(NeatEvolutionAlgorithmParameters eaParams,
* ISpeciationStrategy<TGenome> speciationStrategy,
* IComplexityRegulationStrategy complexityRegulationStrategy)
* {
* _eaParams = eaParams;
* _eaParamsComplexifying = _eaParams;
* _eaParamsSimplifying = _eaParams.CreateSimplifyingParameters();
* _stats = new NeatAlgorithmStats(_eaParams);
* _speciationStrategy = speciationStrategy;
*
* _complexityRegulationMode = ComplexityRegulationMode.Complexifying;
* _complexityRegulationStrategy = complexityRegulationStrategy;
* }
*/
public void Construct(NeatEvolutionAlgorithmParameters eaParams,
ISpeciationStrategy <TGenome> speciationStrategy,
IComplexityRegulationStrategy complexityRegulationStrategy,
IGenomeListEvaluator <TGenome> initialGenomeListEvaluator)
{
_eaParams = eaParams;
_eaParamsComplexifying = _eaParams;
_eaParamsSimplifying = _eaParams.CreateSimplifyingParameters();
_stats = new NeatAlgorithmStats(_eaParams);
_speciationStrategy = speciationStrategy;
_complexityRegulationMode = ComplexityRegulationMode.Complexifying;
_complexityRegulationStrategy = complexityRegulationStrategy;
_initialGenomeListEvaluator = initialGenomeListEvaluator;
}