A generalized TODIM approach based on information measurement and consensus building model in probabilistic hesitant fuzzy environment

被引:0
作者
Chen, Kun [1 ]
Tan, Jiyu [2 ]
Zhu, Chuanxi [2 ,3 ,4 ,5 ]
Liu, Gaochang [2 ]
Chen, Chunfang [5 ]
机构
[1] Jiangxi Univ Sci & Technol, Sch Emergency Management & Safety Engn, Ganzhou 341000, Jiangxi, Peoples R China
[2] Jiangxi Univ Sci & Technol, Sch Econ & Management, Ganzhou 341000, Jiangxi, Peoples R China
[3] Dalian Univ Technol, Sch Math, Dalian 116024, Liaoning, Peoples R China
[4] Changsha Univ, Sch Math, Changsha 410022, Hunan, Peoples R China
[5] Nanchang Univ, Sch Math & Comp, Nanchang 330031, Jiangxi, Peoples R China
基金
中国国家自然科学基金;
关键词
Probabilistic hesitant fuzzy sets; Non-probabilistic entropy; Score function; Consensus building; Generalized TODIM; DECISION-MAKING;
D O I
10.1016/j.cie.2024.110687
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Information measurement and decision-making methods are two important aspects in the application of probabilistic hesitant fuzzy elements (PHFEs), and these issues are crucial for improving decision quality and enhancing the applicability of PHFSs. This paper focuses on the entropy measure and score function of PHFEs, and then proposes a generalized TOIDM method based on information measurement and consensus building. In this contribution, we develop a novel non-probabilistic entropy measure by two non-fuzzy elements and a novel score function based on sigmoid function. The novel non-probabilistic entropy of PHFEs can comprehensively reflect the dynamic changes of fuzzy uncertainty and hesitant uncertainty, and provide a new axiomatic framework. The novel score function of PHFEs can synthesize multiple information effectively with strong integrity. In the sequel, the two proposed information measurement methods are compared with existing methods to further verify the validity of the developed methods. Eventually, a consensus building model is constructed based on the proposed information measurement method, and then a generalized TODIM approach based on information measurement and consensus building is proposed for probabilistic hesitant fuzzy environment. The developed approach is demonstrated with an emergency rescue planning decision-making problem. Sensitivity analysis and comparative analysis are employed to verify the validity and stability of the approach and information measures proposed in this paper. Based on the findings of this study, we conclude that the proposed methods effectively enrich the existing information measurement methods and decision-making methods in the field of probabilistic hesitant fuzzy.
引用
收藏
页数:22
相关论文
共 48 条
  • [1] A framework to evaluate the barriers for adopting the internet of medical things using the extended generalized TODIM method under the hesitant fuzzy environment
    Alattas, Khalid
    Wu, Qun
    [J]. APPLIED INTELLIGENCE, 2022, 52 (12) : 13345 - 13363
  • [2] Covid-19 classification using sigmoid based hyper-parameter modified DNN for CT scans and chest X-rays
    Anilkumar, B.
    Srividya, K.
    Sowjanya, A. Mary
    [J]. MULTIMEDIA TOOLS AND APPLICATIONS, 2023, 82 (08) : 12513 - 12536
  • [3] REGRET IN DECISION-MAKING UNDER UNCERTAINTY
    BELL, DE
    [J]. OPERATIONS RESEARCH, 1982, 30 (05) : 961 - 981
  • [4] Prospect-regret theory based decision-making approach for incomplete probabilistic hesitant fuzzy environment: An application to medical field
    Bisht, Garima
    Pal, A. K.
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 2024, 250
  • [5] A deceptive reviews detection model: Separated training of multi-feature learning and classification
    Cao, Ning
    Ji, Shujuan
    Chiu, Dickson K. W.
    Gong, Maoguo
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 2022, 187
  • [6] Evaluation of food waste treatment techniques using the complex q-rung orthopair fuzzy generalized TODIM method with weighted power geometric operator
    Cao, Yushuo
    Han, Xiao
    Wu, Xuzhong
    Deveci, Muhammet
    Kadry, Seifedine
    Delen, Dursun
    [J]. JOURNAL OF ENVIRONMENTAL MANAGEMENT, 2024, 353
  • [7] A generalized TODIM evaluation approach based on the novel score function and trust network under interval-valued hesitant fuzzy environment
    Chen, Kun
    Tan, Jiyu
    Zhu, Chuanxi
    Liu, Gaochang
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 2024, 255
  • [8] A probabilistic hesitant fuzzy Choquet integral-based TODIM method for multi-attribute group decision-making
    Divsalar, Mehdi
    Ahmadi, Marzieh
    Ebrahimi, Elnaz
    Ishizaka, Alessio
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 2022, 191
  • [9] Some uncertainty measures for probabilistic hesitant fuzzy information
    Fang, Bing
    [J]. INFORMATION SCIENCES, 2023, 625 : 255 - 276
  • [10] Methodology for risk assessment of engineering procurement construction project based on the probabilistic hesitant fuzzy multiple attributes group decision making
    Feng, Dongmei
    Kang, Yifan
    [J]. JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2023, 45 (06) : 12255 - 12266