Explainable neural networks based on fuzzy logic and multi-criteria decision tools

Explainable neural networks based on fuzzy logic and multi-criteria decision tools / József Dombi, Orsolya Csiszár.

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Bibliographic Details
Main Authors: Dombi, József (Author), Csiszár, Orsolya (Author)
Format: eBook
Language:English
Published: Cham, Switzerland : Springer, [2021]
Series:Studies in fuzziness and soft computing ; v. 408.
Subjects:
Neural networks (Computer science)
Fuzzy logic.
Machine learning.
Artificial intelligence.
artificial intelligence.
Artificial intelligence
Fuzzy logic
Machine learning
Online Access:Click for online access
Table of Contents:
  • Part I. Elements of Nilpotent Fuzzy Logic
  • Connectives: Conjunctions, Disjunctions and Negations
  • Implications
  • Equivalences
  • Modifiers and Membership Functions in Fuzzy Sets
  • Part II. Decision Operators
  • Aggregative Operators
  • Preference Operators
  • Part III. Learning and Neural Networks
  • Squashing Functions
  • Learning Rules
  • Interpretable Neural Networks Based on Continuous-Valued Logic and Multi-criteria Decision Operators
  • Conclusions.

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