Integrating rules and connectionism for robust commonsense reasoning

著者

書誌事項

Integrating rules and connectionism for robust commonsense reasoning

Ron Sun

(Sixth-generation computer technology series)

Wiley & Sons, c1994

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注記

"A Wiley-Interscience publication."

Includes bibliographical references (p. 261-270) and index

内容説明・目次

内容説明

One of the more difficult problems for artificial intelligence research involves modelling commonsense reasoning. Traditional models have great difficulties in capturing the flexible and robust nature of commonsense reasoning. This book tackles the problem by adopting innovative approaches that use models consisting of a network of simple, interconnected elements, called neural networks. Using such models, rule-based algorithm reasoning and similarity-based comparison reasoning can be integrated.

目次

  • Accounting for Commonsense Reasoning: A Framework with Rules and Similarities
  • A Connectionist Architecture for Commonsense Reasoning
  • Evaluations and Experiments
  • More on the Architecture: Logic and Causality
  • More on the Architecture: Beyond Logic
  • An Extension: Variables and Bindings
  • Reviews and Comparisons
  • Conclusions
  • References
  • Index.

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