Networks of Formal Neurons and Memory Palimpsests

, , and

Published under licence by IOP Publishing Ltd
, , Citation J. P. Nadal et al 1986 EPL 1 535 DOI 10.1209/0295-5075/1/10/008

0295-5075/1/10/535

Abstract

One characteristic behaviour of the Hopfield model of neural networks, namely the catastrophic deterioration of the memory due to overloading, is interpreted in simple physical terms. A general formulation allows for an exploration of some basic issues in learning theory. Two learning schemes are constructed, which avoid the overloading deterioration and keep learning and forgetting, with a stationary capacity.

Export citation and abstract BibTeX RIS