An Overview of Fuzzy Implication and Its Generalizations

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.

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Publication Details

Journal
Mathematics
Published
2026-01-19
DOI
https://doi.org/10.3390/math14020330
Primary Topic
Multi-Criteria Decision Making
Type
article
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article

An Overview of Fuzzy Implication and Its Generalizations

Muhammad Gulzar, Samina Ashraf, Etienne Kerre
Mathematics
Multi-Criteria Decision Making
article

An Overview of Fuzzy Implication and Its Generalizations

Muhammad Gulzar, Samina Ashraf, Etienne Kerre
article en

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.

MathematicsVol. 14(2)
HOGENT University of Applied Sciences and Arts (BE), University of Okara (PK), Ghent University (BE), University of Education (PK)
Reduced inequalities
Openalex Percentile: Top 86%
Multi-Criteria Decision Making
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