A Representable Uninorm-Based Intuitionistic Fuzzy Analytic Hierarchy Process

被引:24
|
作者
Wang, Zhou-Jing [1 ]
机构
[1] Zhejiang Univ Finance & Econ, Sch Informat, Hangzhou 310018, Peoples R China
基金
中国国家自然科学基金;
关键词
Mathematical model; Computational modeling; Analytic hierarchy process; Indexes; Analytical models; Fuzzy sets; Acceptability; intuitionistic fuzzy analytic hierarchy process; intuitionistic fuzzy preference relation; multiplicative consistency; representable uninorm; GROUP DECISION-MAKING; RECIPROCAL PREFERENCE RELATIONS; MULTIPLICATIVE CONSISTENCY; MODELS; RANKING; WEIGHTS; VALUES; AHP;
D O I
10.1109/TFUZZ.2019.2941174
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Intuitionistic fuzzy preference relations (IFPRs) have been exposed to be an appropriate and effective preference representation framework in an analytic hierarchy process (AHP) with vagueness and hesitancy. This article focuses mainly on obtaining an intuitionistic fuzzy extension of Tanino's multiplicative consistency and deriving an analytic solution of normalized intuitionistic fuzzy weights (NIFWs) from IFPRs as well as checking acceptability of IFPRs. This article first introduces two indices to, respectively, measure hesitancy of intuitionistic fuzzy judgments and hesitancy of IFPRs, and illustrates that any existing multiplicative consistency model of IFPRs is not an actual intuitionistic fuzzy extension of Tanino's multiplicative consistency. A conjunctive-representable cross-ratio uninorm-based functional equation is then developed to define multiplicative consistency of IFPRs and a consistency index is devised to measure the inconsistency degree of an IFPR. This article establishes a representable uninorm-based transformation method for consistent IFPRs and intuitionistic fuzzy weights, and proposes a new framework of NIFWs. Based on the transformation method and the row hesitancy distribution of an IFPR, a logarithmic least square model is constructed and its analytic solution is found by applying the Lagrange multiplier method to its equivalent least square model. This article puts forward a novel acceptability checking method by taking both acceptable consistency and acceptable hesitancy into consideration. A representable uninorm-based fusion method is presented to aggregate local NIFWs into global intuitionistic fuzzy weights and a representable uninorm-based likelihood formula is given and used to compare and rank intuitionistic fuzzy weights in the proposed intuitionistic fuzzy AHP. Six numerical examples including an outstanding Ph.D. student selection problem are provided to illustrate and validate the obtained results.
引用
收藏
页码:2555 / 2569
页数:15
相关论文
共 50 条
  • [1] Intuitionistic Fuzzy Analytic Hierarchy Process
    Xu, Zeshui
    Liao, Huchang
    [J]. IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2014, 22 (04) : 749 - 761
  • [2] Supplier selection based on intuitionistic fuzzy sets and analytic hierarchy process
    Key Laboratory of Biologic Resources Protection and Utilization of Hubei Province, Hubei University for Nationalities, No. 39, Xueyuan Road, Enshi, China
    不详
    不详
    [J]. ICIC Express Lett Part B Appl, 2 (411-416):
  • [3] Does Intuitionistic Fuzzy Analytic Hierarchy Process Work Better Than Analytic Hierarchy Process?
    Chen, Xiaofeng
    Fang, Yanting
    Chai, Junyi
    Xu, Zeshui
    [J]. INTERNATIONAL JOURNAL OF FUZZY SYSTEMS, 2022, 24 (02) : 909 - 924
  • [4] Does Intuitionistic Fuzzy Analytic Hierarchy Process Work Better Than Analytic Hierarchy Process?
    Xiaofeng Chen
    Yanting Fang
    Junyi Chai
    Zeshui Xu
    [J]. International Journal of Fuzzy Systems, 2022, 24 : 909 - 924
  • [5] A Novel Uninorm-Based Evolving Fuzzy Neural Networks
    Hu, Rong
    Sha, Ye
    Yang, Hai Yan
    [J]. INTELLIGENT DATA ANALYSIS AND APPLICATIONS, 2015, 370 : 469 - 478
  • [6] Universal approximation theorem for uninorm-based fuzzy systems modeling
    Yager, RR
    Kreinovich, V
    [J]. FUZZY SETS AND SYSTEMS, 2003, 140 (02) : 331 - 339
  • [7] SUSTAINABLE DEVELOPMENT OF GREEN BUILDING BASED ON INTUITIONISTIC FUZZY ANALYTIC HIERARCHY PROCESS
    Huang, Y.
    Wu, W.
    Yang, S.
    [J]. APPLIED ECOLOGY AND ENVIRONMENTAL RESEARCH, 2019, 17 (01): : 1093 - 1108
  • [8] Consistency of the fused intuitionistic fuzzy preference relation in group intuitionistic fuzzy analytic hierarchy process
    Liao, Huchang
    Xu, Zeshui
    [J]. APPLIED SOFT COMPUTING, 2015, 35 : 812 - 826
  • [9] And-like-uninorm-based transitivity and analytic hierarchy process with interval-valued fuzzy preference relations
    Wang, Zhou-Jing
    Yang, Xuan
    Jin, Xiao-Tong
    [J]. INFORMATION SCIENCES, 2020, 539 : 375 - 396
  • [10] Standard completeness for uninorm-based logics
    Baldi, Paolo
    Ciabattoni, Agata
    [J]. 2015 IEEE 45TH INTERNATIONAL SYMPOSIUM ON MULTIPLE-VALUED LOGIC, 2015, : 78 - 83