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Synopsis
Introduction.- Fuzzy Sets and Fuzzy Functions: Fuzzy Sets; Algebra of Fuzzy Sets; Fuzzy Arithmetic; Fuzzy Expressions; Fuzzy Functions.- Neural Nets: Universal Approximators; Backpropagation Algorithm.- First Approximation Results: Fuzzy Expert Systems; Discrete Fuzzy Expert System; Fuzzy Controller; Summary; Applications.- Hybrid Neural Nets: Discrete Fuzzy Expert Systems; Fuzzy Controller; Summary.- Neural Nets Solve Fuzzy Problems: Fuzzy Equations; Approximate Fuzzy Functions; Summary.- Fuzzy Neural Nets: Evaluation; Training; Summary.- Second Approximation Results: Universal Approximators; Approximations; Summary.- Hybrid Fuzzy Neural Nets: Universal Approximator.- Applications of Hybrid Fuzzy Neural Nets and Fuzzy Neural Nets: Fuzzy Expert System; Fuzzy Input-Output Controllers; Fuzzy Functions; Summary on HFNNs; Overfitting.- Fuzzy Teaching Machine: Real World; Verbal Evaluation; Input Translator; Fuzzy Expert System; Output Translator; Example.- Summary, Future Research and Conclusions: Summary; Future Research; Conclusions.
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Fuzzy and Neural: Interactions and Applications
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