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An Overview of Fuzzy Implication and Its Generalizations

  • Muhammad Gulzar
  • , Samina Ashraf
  • , Etienne E. Kerre*
  • *Corresponding author for this work

Research output: Contribution to journalArticlepeer-review

Abstract

Fuzzy implication operators are vital in the modeling of uncertain reasoning, particularly in approximate reasoning and fuzzy inference systems. The objective of this survey is to provide a structured and comprehensive overview of fuzzy implication, intuitionistic fuzzy implication, and hesitant fuzzy implication. We examine their properties, representations, and characterizations. We discuss a number of findings about fuzzy negations, fuzzy implications, intuitionistic fuzzy implication, and hesitant fuzzy implications, including their characterizations with respect to the identity principle and ordering property, which lead to fundamental results.

Original languageEnglish
Article number330
JournalMathematics
Volume14
Issue number2
DOIs
StatePublished - Jan 2026
Externally publishedYes

Bibliographical note

Publisher Copyright:
© 2026 by the authors.

Keywords

  • fuzzy implication
  • fuzzy set
  • hesitant fuzzy implication
  • hesitant fuzzy set
  • intuitionistic fuzzy implication
  • intuitionistic fuzzy set

ASJC Scopus subject areas

  • Computer Science (miscellaneous)
  • General Mathematics
  • Engineering (miscellaneous)

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