%
% simulate MNN. parameters: network, data
%
%

%~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
%
%  mNN_sim(network,data) - simulate MNN model
%  
%  Parameters: network -  neural network with matrix networks
%              data - training data sample
%
%  Author: Povilas Daniu餴s, paralax@hacker.lt
%  http://ai.hacker.lt - lithuanian site about Artificial Intelligence.
%
%  ----------------------------------------------------------------------


function f=mNN_sim(network,data)

Y = data.target';

for i=1:length(Y)
    s = network.weights(1);
    for j=1:network.regressors
        if (j > 1)
            s = s + network.weights(j)*tansig( network.left(j).w * data.training(i).mat * network.right(j).w + network.bias(j) );
        end    
    end    
    out(i) = s;
end

f = out;