private InferenceLayer <LinearMembershipFunction> Create()
{
var lrate = 1e-2;
var smoothingAvarageRate = 1e-3;
var ruleset = new FirstLevelRuleset(5e-1);
var termLayer1 = new TermLayer <LinearMembershipFunction>(learningRate: lrate,
smoothingAverageRate: smoothingAvarageRate,
termsLimit: 8, competitionLooseLimit: 500);
var termLayer2 = new TermLayer <LinearMembershipFunction>(learningRate: lrate,
smoothingAverageRate: smoothingAvarageRate,
termsLimit: 12, competitionLooseLimit: 500);
var termLayer3 = new TermLayer <LinearMembershipFunction>(learningRate: lrate,
smoothingAverageRate: smoothingAvarageRate,
termsLimit: 18, competitionLooseLimit: 500);
var termLayer4 = new TermLayer <LinearMembershipFunction>(learningRate: lrate,
smoothingAverageRate: smoothingAvarageRate,
termsLimit: 30, competitionLooseLimit: 500);
var fis = new InferenceLayer <LinearMembershipFunction>(
new[] { termLayer1, termLayer2, termLayer3, termLayer4 },
ruleset, smoothingAvarageRate);
return(fis);
}
private InferenceLayer <PiMembershipFunction> Create()
{
var lrate = 1e-3;
var smoothingAvarageRate = 1e-3;
var ruleset = new FirstLevelRuleset(2e-1);
var termLayer = new TermLayer <PiMembershipFunction>(learningRate: lrate,
smoothingAverageRate: smoothingAvarageRate,
termsLimit: 200, competitionLooseLimit: 100); //TermCore.Create(0), TermCore.Create(1)
var fis = new InferenceLayer <PiMembershipFunction>(new[] { termLayer }, ruleset, smoothingAvarageRate);
return(fis);
}