• Int J Neural Syst · Apr 2001

    Neural networks and logical reasoning systems: a translation table.

    • J Martins and R V Mendes.
    • Laboratório de Mecatrónica, DEEC, IST, Av. Rovisco Pais, 1096 Lisboa, Portugal.
    • Int J Neural Syst. 2001 Apr 1; 11 (2): 179-86.

    AbstractA correspondence is established between the basic elements of logic reasoning systems (knowledge bases, rules, inference and queries) and the structure and dynamical evolution laws of neural networks. The correspondence is pictured as a translation dictionary which might 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 nth 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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