Stochastic Neural Computation I: Computational Elements
IEEE Transactions on Computers
International Journal of High Performance Systems Architecture
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This paper presents two digital circuits that allow the implementation of a fully parallel stochastic Hopfield neural network (SHNN). In a parallel SHNN with n neurons, the n*n stochastic signals s ij pulse with probability which are proportional to the synapse inputs, are simultaneously available. The proposed circuits calculate the summation of the stochastic input pulses to neuron i(Fi=Σj sij). The resulting network achieves considerable speed up with respect to the previous network