Integrating (rules, neural networks) and cases for knowledge representation and reasoning in expert systems

@article{Hatzilygeroudis2004IntegratingN,
  title={Integrating (rules, neural networks) and cases for knowledge representation and reasoning in expert systems},
  author={Ioannis Hatzilygeroudis},
  journal={Expert Syst. Appl.},
  year={2004},
  volume={27},
  pages={63-75}
}
In this paper, we present an approach that integrates symbolic rules, neural networks and cases. To achieve it, we integrate a kind of hybrid rules, called neurules, with cases. Neurules integrate symbolic rules with the Adaline neural unit. In the integration, neurules are used to index cases representing their exceptions. In this way, the accuracy of the neurules is improved. On the other hand, due to neurule-based efficient inference mechanism, conclusions can be reached more efficiently. In… CONTINUE READING
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