Resolving Conflicts Among Multiple Classifiers Using Game-Theoretic Soft Sets

Addressing uncertainty is a challenge in decisionmaking. Soft set theory aids in complex scenarios involving multiple opinions. We propose a game-theoretic soft set model to resolve conflicts in soft sets, particularly when merging multiple classifiers. This model allows each classifier to make strategic selections from objects associated with conflicting opinions. The experimental results demonstrated that the model effectively balances the decisions of all classifiers while maintaining satisfactory classification performance.

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Publication Details

Published
2024-11-21
DOI
https://doi.org/10.1109/crc63701.2024.10949886
Primary Topic
Fuzzy and Soft Set Theory
Type
article
Field-Weighted Citation Impact
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article

Resolving Conflicts Among Multiple Classifiers Using Game-Theoretic Soft Sets

JingTao Yao, R. Chadwick Holmes, ChenQi Li
Fuzzy and Soft Set Theory
article

Resolving Conflicts Among Multiple Classifiers Using Game-Theoretic Soft Sets

JingTao Yao, R. Chadwick Holmes, ChenQi Li
article en

Abstract

Addressing uncertainty is a challenge in decisionmaking. Soft set theory aids in complex scenarios involving multiple opinions. We propose a game-theoretic soft set model to resolve conflicts in soft sets, particularly when merging multiple classifiers. This model allows each classifier to make strategic selections from objects associated with conflicting opinions. The experimental results demonstrated that the model effectively balances the decisions of all classifiers while maintaining satisfactory classification performance.

University of Regina (CA)
Openalex Percentile: Top 65%
Fuzzy and Soft Set Theory
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