public static ProtoChromosome MakeProtoChromosome()
{
return(new ProtoChromosome(new[] {
// input data window
ProtoGene.Create("TrainingOffsetPct", 0, 1, GeneType.Continuous),
ProtoGene.Create("TrainingSizePct", 0.03, 1, GeneType.Continuous),
// transformations
ProtoGene.Create("DatabaseType", 0, 1, GeneType.Discrete),
ProtoGene.CreateBoolean("UseComplementCoding"),
ProtoGene.CreateBoolean("UsePCA"),
ProtoGene.Create("PrincipalComponent", 0, 100, GeneType.Discrete),
// RNN params
ProtoGene.Create("RnnTrainingEpochs", 20, 1000, GeneType.Discrete),
ProtoGene.Create("RnnLayer1NodeCount", 3, 200, GeneType.Discrete),
ProtoGene.Create("RnnLayer2NodeCount", 3, 200, GeneType.Discrete),
// RBF params
ProtoGene.Create("RbfNetTolerance", 0, 1, GeneType.Continuous),
ProtoGene.Create("RbfGaussianSpread", 0.1, 10, GeneType.Continuous),
}));
}
public static double RandomGeneValue(ProtoGene gd)
{
return(Quantize(RandomDouble(gd.MinValue, gd.MaxValue), gd.MinValue, gd.Granularity));
}