If there is more than 1 neuron in the network then it can be valuable to look at how each neuron contributes to the final model. This can be considered series decomposition, in that the final model = a + b + c + ...
 
Select the 'Train' window.
Select Graph Type 'Wts'.
Right Click the top most weights so that a green cross appears.