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Article overview
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Neural networks and logical reasoning systems. A translation table | | Joao Martins
; R. Vilela Mendes
; | | Date: |
4 Aug 1998 | | Journal: | International Journal of Neural Systems 11 (2001) 179-186 | | Subject: | Disordered Systems and Neural Networks | cond-mat.dis-nn | | Affiliation: | Laboratorio de Mecatronica, DEEC, IST, Portugal | | Abstract: | 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. | | Source: | arXiv, cond-mat/9808041 | | Services: | Forum | Review | PDF | Favorites | |
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