Uncertainty Measures of Extended Hesitant Fuzzy Linguistic Term Sets

被引:74
|
作者
Wei, Cuiping [1 ]
Rodriguez, Rosa M. [2 ]
Martinez, Luis [3 ,4 ]
机构
[1] Yangzhou Univ, Coll Math Sci, Yangzhou 225002, Jiangsu, Peoples R China
[2] Univ Granada, Dept Comp Sci & Artificial Intelligence, E-18071 Granada, Spain
[3] Univ Jaen, Dept Comp Sci, Jaen 23071, Spain
[4] Wuhan Univ Technol, Sch Management, Wuhan 430070, Hubei, Peoples R China
基金
中国国家自然科学基金;
关键词
Entropy; extended hesitant fuzzy linguistic term set (HFLTS); fuzziness; hesitation; ENTROPY; WEIGHTS; MODEL;
D O I
10.1109/TFUZZ.2017.2724023
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A hesitant fuzzy linguistic term set (HFLTS) is defined as a subset of ordered consecutive linguistic terms, and it has been successfully applied to deal with experts hesitation in decision-making problems when experts have to provide their assessments. This concept has been recently extended to manage ordered consecutive and nonconsecutive linguistic terms, called extended HFLTS (EHFLTS), which is used in linguistic group decision-making problems to represent the group opinion without loss of information. This paper is focused on studying how to measure the uncertainty presented by the information of an EHFLTS and also of an HFLTS. To do so, a new comprehensive entropy measure for EHFLTSs, which considers two types of uncertainty, fuzziness and hesitation, is proposed. The construction methods of the two types of entropy are studied and a comprehensive entropy formula is defined. Finally, a comparative study is carried out to analyze the results obtained from the proposed entropy measures.
引用
收藏
页码:1763 / 1768
页数:6
相关论文
共 50 条
  • [11] Entropy Measures for Hesitant Fuzzy Linguistic Term Sets Using the Concept of Interval-Transformed Hesitant Fuzzy Elements
    Bahram Farhadinia
    Enrique Herrera-Viedma
    [J]. International Journal of Fuzzy Systems, 2018, 20 : 2122 - 2134
  • [12] A Fuzzy Representation for the Semantics of Hesitant Fuzzy Linguistic Term Sets
    Rodriguez, Rosa M.
    Liu, Hongbin
    Martinez, Luis
    [J]. FOUNDATIONS OF INTELLIGENT SYSTEMS (ISKE 2013), 2014, 277 : 745 - 757
  • [13] Total orders of extended hesitant fuzzy linguistic term sets: Definitions, generations and applications
    Wang, Hai
    Xu, Zeshui
    [J]. KNOWLEDGE-BASED SYSTEMS, 2016, 107 : 142 - 154
  • [14] A Representative in Group Decision by Means of the Extended Set of Hesitant Fuzzy Linguistic Term Sets
    Montserrat-Adell, Jordi
    Agell, Nuria
    Sanchez, Monica
    Javier Ruiz, Francisco
    [J]. MODELING DECISIONS FOR ARTIFICIAL INTELLIGENCE, (MDAI 2016), 2016, 9880 : 56 - 67
  • [15] Hesitant Fuzzy Linguistic Term Sets for Decision Making
    Rodriguez, Rosa M.
    Martinez, Luis
    Herrera, Francisco
    [J]. IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2012, 20 (01) : 109 - 119
  • [16] Operators and Comparisons of Hesitant Fuzzy Linguistic Term Sets
    Wei, Cuiping
    Zhao, Na
    Tang, Xijin
    [J]. IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2014, 22 (03) : 575 - 585
  • [17] Generalized hesitant fuzzy linguistic term sets for linguistic decision making
    Yan, Li
    Kong, Mingming
    Pei, Zheng
    [J]. DATA SCIENCE AND KNOWLEDGE ENGINEERING FOR SENSING DECISION SUPPORT, 2018, 11 : 268 - 275
  • [18] Multicriteria linguistic decision making based on hesitant fuzzy linguistic term sets and the aggregation of fuzzy sets
    Chen, Shyi-Ming
    Hong, Jia-An
    [J]. INFORMATION SCIENCES, 2014, 286 : 63 - 74
  • [19] A Novel Linguistic Group Decision-Making Model Based on Extended Hesitant Fuzzy Linguistic Term Sets
    Wei, Cuiping
    Zhao, Na
    Tang, Xijin
    [J]. INTERNATIONAL JOURNAL OF UNCERTAINTY FUZZINESS AND KNOWLEDGE-BASED SYSTEMS, 2015, 23 (03) : 379 - 398
  • [20] Fuzzy Decision Making Based on Hesitant Fuzzy Linguistic Term Sets
    Lee, Li-Wei
    Chen, Shyi-Ming
    [J]. INTELLIGENT INFORMATION AND DATABASE SYSTEMS (ACIIDS 2013), PT I,, 2013, 7802 : 21 - 30