/// <param name="checkSuccess">Funcion takes 'expected', 'actual' returns bool wether or not actual can be considerd a success</param>
public static ValidationResult Validate(Network network, IEnumerable<InputExpectedResult> inputResults, Func<double[], double[], bool> checkSuccess)
{
ValidationResult totalResult = null;
foreach(var cur in inputResults) {
double[] actual = network.GetInputResult(cur.Input);
double sse = SumSquaredError(cur.Output, actual);
bool success = checkSuccess(cur.Output, actual);
var res = new ValidationResult(sse, success);
totalResult += res;
}
return totalResult;
}
public static ValidationResult operator +(ValidationResult v1, ValidationResult v2)
{
var retVal = new ValidationResult();
if(v1 != null) {
retVal.SSEs.AddRange(v1.SSEs);
retVal.Successes += v1.Successes;
}
if(v2 != null) {
retVal.SSEs.AddRange(v2.SSEs);
retVal.Successes += v2.Successes;
}
return retVal;
}