Neural networks and logical reasoning systems. A translation table

Details Neural networks and logical reasoning systems. A translation table Neural networks and logical reasoning systems. A translation table

1998-08-04

arxiv.org/abs/cond-mat/9808041v1

International Journal of Neural Systems 11 (2001) 179-186

Physics

Condensed Matter

Disordered Systems and Neural Networks

Scientific paper

A correspondence is established between the elements of logic reasoning systems (knowledge bases, rules, inference and queries) and the hardware and dynamical operations of neural networks. The correspondence is framed as a general translation dictionary which, hopefully, will allow to go back and forth between symbolic and network formulations, a desirable step in learning-oriented systems and multicomputer networks. In the framework of Horn clause logics it is found that atomic propositions with n arguments correspond to nodes with n-th order synapses, rules to synaptic intensity constraints, forward chaining to synaptic dynamics and queries either to simple node activation or to a query tensor dynamics.

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