Title :
Generalization in probabilistic RAM nets
Author :
Clarkson, T.G. ; Guan, Y. ; Taylor, J.G. ; Gorse, D.
Author_Institution :
King´´s Coll., London, UK
fDate :
3/1/1993 12:00:00 AM
Abstract :
The probabilistic RAM (pRAM) is a hardware-realizable 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 generalizes when trained in noise is shown and the results of this behavior are described
Keywords :
learning (artificial intelligence); neural nets; functionality; neural nets; pRAM; probabilistic RAM nets; Computer science; Hardware; Intelligent networks; Mathematics; Neurons; Noise generators; Phase change random access memory; Read-write memory; Stochastic resonance; Very large scale integration;
Journal_Title :
Neural Networks, IEEE Transactions on
