Recurrent Backpropagation and Hopfield Networks

This paper has two parts. In the first one, an intuitively simple proof of the extension of backpropagation to recurrent networks is given. In the second part, preliminary results on the application of recurrent backpropagation to the training of Hopfield networks are presented.