Generalisation in Probabilistic RAM Nets

T G Clarkson, Y Guan, J G Taylor and D Gorse

IEEE Transactions on Neural Networks, 4, 360-363, 1993

The probabilistic RAM (pRAM) is a hardware-realisable neural device which is stochastic in operation and highly nonlinear. Even small nets of pRAMs offer high levels of functionality. The means by which a pRAM network generalises when trained in noise is shown and the results of this behaviour are described.