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基于后悔理论和可调多粒度复模糊概率粗糙集的三支群决策

张嘉辉 张超 李德玉 庞继芳

山西大学学报(自然科学版)2025,Vol.48Issue(3):492-504,13.
山西大学学报(自然科学版)2025,Vol.48Issue(3):492-504,13.DOI:10.13451/j.sxu.ns.2023168

基于后悔理论和可调多粒度复模糊概率粗糙集的三支群决策

Three-way Group Decision-making Based on Regret Theory and Adjustable Multi-granulation Complex Fuzzy Probabilistic Rough Sets

张嘉辉 1张超 2李德玉 2庞继芳2

作者信息

  • 1. 山西大学 计算机与信息技术学院,山西 太原 030006
  • 2. 山西大学 计算机与信息技术学院,山西 太原 030006||计算智能与中文信息处理教育部重点实验室(山西大学),山西 太原 030006
  • 折叠

摘要

Abstract

This paper embarks on an extensive exploration of the challenges inherent in traditional three-way decision-making meth-odologies.First,these conventional approaches necessitate precise subjective threshold definitions,rendering them less adaptable across diverse scenarios.Second,their interpretability in information fusion is often lacking,resulting in ambiguous decision criteria.To address these issues,this paper introduces a novel approach that leverages complex fuzzy sets to establish an adjustable multi-granularity complex fuzzy information system.It integrates decision-based three-way decision techniques to derive classification thresholds objectively,yielding an adjustable multi-granularity complex fuzzy probabilistic rough set.Furthermore,the paper ac-knowledges the constraints of bounded rationality that decision-makers encounter in real-world scenarios.Within the framework of behavioral decision theory,this work provides a more comprehensive depiction of how psychological factors influence decision out-comes.In essence,this paper proposes a multi-granularity three-way decision model grounded in complex fuzzy sets and regret theo-ry,designed to tackle complex multi-attribute group decision-making problems.To validate the model's effectiveness in addressing decision challenges related to decision risk and bounded rationality within a complex fuzzy environment,the paper conducts an in-depth experimental analysis using a shared bicycle rental dataset.The results underscore the model's feasibility and efficacy,particu-larly in enhancing fault tolerance and leveraging expert experience.

关键词

决策智能/行为决策/多粒度/智能交通系统

Key words

decision intelligence/behavioral decision/multi-granularity/intelligent transportation systems

分类

计算机与自动化

引用本文复制引用

张嘉辉,张超,李德玉,庞继芳..基于后悔理论和可调多粒度复模糊概率粗糙集的三支群决策[J].山西大学学报(自然科学版),2025,48(3):492-504,13.

基金项目

国家自然科学基金(62272284 ()

62006148 ()

62072294 ()

61972238) ()

山西省科技创新青年人才团队项目(202204051001015) (202204051001015)

山西省高等学校青年科研人员培育计划 ()

山西省高等学校优秀成果培育项目(2019SK036) (2019SK036)

山西大学学报(自然科学版)

OA北大核心

0253-2395

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