학술논문

A New Look at the Entropy of Interval-Valued Fuzzy Sets - Theory and Applications
Document Type
Conference
Source
2023 IEEE International Conference on Fuzzy Systems (FUZZ) Fuzzy Systems (FUZZ), 2023 IEEE International Conference on. :1-7 Aug, 2023
Subject
Computing and Processing
General Topics for Engineers
Robotics and Control Systems
Fuzzy sets
Uncertainty
Data analysis
Measurement uncertainty
Entropy
Fuzzy set theory
Cognition
Language
ISSN
1558-4739
Abstract
Entropy measures are of great interest to researchers and are widely used to study the degree of uncertainty of data. The history of entropy dating back to Shannon's information theory is developed in other fields including Zadeh's fuzzy set theory and its various extensions. In this paper, we examine two types of entropy (the so-called interval entropy and 2D-entropy) dedicated to interval-valued fuzzy sets. We study their properties and interrelations, and usefulness in data analysis, with particular emphasis on reasoning with missing data.