| public RunEpoch ( double input, double output ) : double | ||
| input | double | Array of input vectors. |
| output | double | Array of output vectors. |
| return | double | |
public double RunEpoch( double[][] input, double[][] output )
{
// zero gradient
ResetGradient( );
double error = 0.0;
// run learning procedure for all samples
for ( int i = 0; i < input.Length; i++ )
{
// compute the network's output
network.Compute( input[i] );
// calculate network error
error += CalculateError( output[i] );
// calculate weights updates
CalculateGradient( input[i] );
}
// update the network
UpdateNetwork( );
// return summary error
return error;
}
