public static double[] ToNetworkInputData(this BankTransaction bankTransaction)
{
return(new [] {
bankTransaction.Amount,
bankTransaction.DataPoint1,
bankTransaction.DataPoint2,
bankTransaction.DataPoint3,
bankTransaction.DataPoint4,
bankTransaction.DataPoint5,
bankTransaction.DataPoint6,
bankTransaction.DataPoint7,
bankTransaction.DataPoint8,
bankTransaction.DataPoint9,
bankTransaction.DataPoint10,
bankTransaction.DataPoint11,
bankTransaction.DataPoint12,
bankTransaction.DataPoint13,
bankTransaction.DataPoint14,
bankTransaction.DataPoint15,
bankTransaction.DataPoint16,
bankTransaction.DataPoint17,
bankTransaction.DataPoint18,
bankTransaction.DataPoint19,
bankTransaction.DataPoint20,
bankTransaction.DataPoint21,
bankTransaction.DataPoint22,
bankTransaction.DataPoint23,
bankTransaction.DataPoint24,
bankTransaction.DataPoint25,
bankTransaction.DataPoint26,
bankTransaction.DataPoint27,
bankTransaction.DataPoint28
});
}
public static TrainingDataSet ToTrainingData(this BankTransaction bankTransaction)
{
var inputs = bankTransaction.ToNetworkInputData();
var outputs = Enumerable.Repeat(0.0, 2).ToList();
outputs[Convert.ToInt32(bankTransaction.Class)] = 1;
return(TrainingDataSet.For(inputs.ToArray(), outputs.ToArray()));
}
private bool Equals(BankTransaction transaction)
{
if (transaction.Class != Class)
{
return(false);
}
if (transaction.Amount != Amount)
{
return(false);
}
if (transaction.TimeOfTransaction != TimeOfTransaction)
{
return(false);
}
return(true);
}