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Some Fuzzy Measures Constructing Paradigm and Methods From Given Measure Spaces and Evaluation Information

Authors :
Radko Mesiar
LeSheng Jin
Ronald R. Yager
Source :
IEEE Transactions on Fuzzy Systems. 30:878-884
Publication Year :
2022
Publisher :
Institute of Electrical and Electronics Engineers (IEEE), 2022.

Abstract

With some theoretical derivation and practical decision making problem, this study proposes a constructing paradigm for generating fuzzy measures in some certain decision situations, such as in risk evaluation and decision making. The constructing paradigm involves four constructing factors: source measure space, construction function, construction choice, and object/constructed measure space. We use some strict and consistent formulation to reinvent the processes of constructing the well known Belief measure and Plausibility measure. In this study the Belief measure and Plausibility measure are regarded as the two extremities of some pessimism-optimism preferences, and we further propose two construction choices to construct families of fuzzy measures to generalize and seamlessly connect them. We also propose three different ways to determine construction functions in some certain decisional situations. Several relevant mathematical properties and numerical examples are also presented.

Details

ISSN :
19410034 and 10636706
Volume :
30
Database :
OpenAIRE
Journal :
IEEE Transactions on Fuzzy Systems
Accession number :
edsair.doi...........ef27e77b89bfed29e851fc1f1075e654