Abstract
Some recent results on the cooperative behaviour of networks of interconnected two state elements are presented. Such networks have an infinite number of attractors in the phase space of the binary elements, which may be used for pattern retrieval. The statistical mechanics of pattern retrieval and learning is introduced and discussed.