The mapping of the whole network is:
.
The response r for a given test input
is determined by the following function:
.
The k-dimensional output of the decision module is used to determine the class number for the given input. In the experiments the output neuron with the highest response was chosen as the calculated class. The differences between the winning neuron and the runner-up may be taken as a measure of accuracy.