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Purely neural, rule-based diagnostic systems. I. Production rules

✍ Scribed by Aldo Aiello; Ernesto Burattini; Guglielmo Tamburrini

Publisher: John Wiley and Sons
Year: 1995
Tongue: English
Weight: 740 KB
Volume: 10
Category: Article
ISSN: 0884-8173
DOI: 10.1002/int.4550100804

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✦ Synopsis

This is the first of two articles presenting an approach to rule-based expert systems for diagnostic tasks exploiting a purely neural architecture. Here, we outline the methodological options motivating this approach, and describe a forward and backward chaining mechanism on a system of production rules. This inference engine is furnished with an informative justification module, which exploits the fact that most individual neurons get a precise semantic assignment in terms of the literals appearing in production rules. The control and synchronization functions needed to schedule these processes are carried out by a neural network, too.

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