摘要
本文为减少三支决策中主观性因素对决策结果的影响,并克服经典多粒度粗糙集模型在信息融合方面存在极端性的局限,在对偶犹豫模糊信息系统中探索了基于可调多粒度概率粗糙集的三支决策模型与方法,用于求解多属性群决策问题。首先,本文将对偶犹豫模糊的概念引入三支决策中,提出了可调多粒度对偶犹豫模糊概率粗糙集模型。然后,本文依据离差最大化法计算属性权重与专家权重,进一步利用多粒度三支决策框架建立了对偶犹豫模糊多属性群决策方法。最后,通过医学诊断的实例验证了本文所建立方法的可行性与有效性。
In order to reduce the influence of subjective factors on decision making results in three-way decisions, and overcome the extremeness in information fusion of classic multigranulation rough set models, this paper explores three-way decision making models and methods based on adjustable multigranulation probabilistic rough sets for solving multi-attribute group decision making problems in dual hesitant fuzzy information systems. First, the paper introduces the concept of dual hesitant fuzziness into three-way decisions, and puts forward adjustable multigranulation dual hesitant fuzzy probabilistic rough set models. Then, the paper calculates attribute weights and expert weights in light of the maximum deviation method, and constructs a dual hesitant fuzzy multi-attribute group decision making method via the multi-granularity three-way decision framework. Finally, the feasibility and the effectiveness of the constructed method are verified by a medical diagnosis example.
作者
丁娟娟
张超
申利华
李德玉
庞继芳
王志文
DING Juan-juan;ZHANG Chao;SHEN Li-hua;LI De-yu;PANG Ji-fang;WANG Zhi-wen(School of Computer and Information Technology»Shanxi University,Taiyuan 030006,China;Key Laboratory of Computational Intelligence and Chinese Information Processing of Ministry of EducationCShanxi University),Taiyuan 030006,China;Shanxi Information Industry Technology Research Institute Co.,Ltd.,Taiyuan 030012,China)
出处
《模糊系统与数学》
北大核心
2021年第6期14-27,共14页
Fuzzy Systems and Mathematics
基金
国家自然科学基金资助项目(61806116
62072294
62006148
61972238)
2020年小店区-山西大学产学研合作项目
山西省重点研发计划(国际科技合作)项目(201903D421041
201803D421004)
山西省高等学校青年科研人员培育计划项目
山西省高等学校优秀成果培育项目(2019SK036)
山西省自然科学基金资助项目(201801D221175
201901D211176
201901D211414)
山西省教育厅2021年度山西省研究生教育教学改革课题(2021YJJG041)
2021年度山西省研究生教育创新项目(2021Y147)
山西大学研究生教育创新项目。
关键词
多粒度
三支决策
对偶犹豫模糊信息系统
多属性群决策
医学诊断
Multi-granularity
Three-way Decision
Dual Hesitant Fuzzy Information System
Multi-attribute Group Decision Making
Medical Diagnosis