Hesitancy degree-based correlation measures for hesitant fuzzy linguistic term sets and their applications in multiple criteria decision making

被引:69
作者
Liao, Huchang [1 ,2 ]
Gou, Xunjie [1 ,2 ]
Xu, Zeshui [1 ]
Zeng, Xiao-Jun [3 ]
Herrera, Francisco [2 ,4 ]
机构
[1] Sichuan Univ, Business Sch, Chengdu 610064, Sichuan, Peoples R China
[2] Univ Granada, Andalusian Res Inst Data Sci & Computat Intellige, E-18071 Granada, Spain
[3] Univ Manchester, Sch Comp Sci, Manchester M13 9PL, Lancs, England
[4] King Abdulaziz Univ, Fac Comp & Informat Technol, Jeddah, Saudi Arabia
基金
中国国家自然科学基金;
关键词
Multiple criteria decision making; Hesitant fuzzy linguistic term set; Correlation measure; Correlation coefficient; Weight-determining method; Qualitative decision making; CORRELATION-COEFFICIENTS; ENTROPY;
D O I
10.1016/j.ins.2019.08.068
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The hesitant fuzzy linguistic term set (HFLTS) turns out to be useful in representing people's hesitant qualitative information. The aim of this paper is to investigate new correlation measures between HFLTSs and apply them in decision-making process. Firstly, the concepts of mean and hesitancy degree of hesitant fuzzy linguistic elements are introduced. Based on them, we address the drawbacks of the existing correlation measures between HFLTSs. Then, a new correlation coefficient between HFLTSs is established. Additionally, the hesitancy degree of the hesitant fuzzy linguistic correlation coefficient is proposed, which is composed by the upper and lower bounds of the hesitant fuzzy linguistic correlation coefficient. To show the applicability of the proposed correlation measures, a correlation coefficient-based method is developed for multiple criteria decision making in the cases that the weights of criteria are either known or unknown. A practical example concerning the strategic management of Sichuan liquor brands in China is given to validate the proposed method. It is verified that the proposed correlation coefficients between HFLTSs is more convincing than the existing ones and the developed correlation coefficient-based hesitant fuzzy linguistic MCDM with the weights of criteria being either completely known or unknown is applicable. (C) 2019 Elsevier Inc. All rights reserved.
引用
收藏
页码:275 / 292
页数:18
相关论文
共 28 条
[1]   Bacterial and Archaeal Diversities in Maotai Section of the Chishui River, China [J].
Feng, Qingqing ;
Han, Lu ;
Tan, Xu ;
Zhang, Yali ;
Meng, Tianyi ;
Lu, Jun ;
Lv, Jie .
CURRENT MICROBIOLOGY, 2016, 73 (06) :924-929
[2]   CONSENSUS BASED ON MULTIPLICATIVE CONSISTENT DOUBLE HIERARCHY LINGUISTIC PREFERENCES: VENTURE CAPITAL IN REAL ESTATE MARKET [J].
Gou, Xunjie ;
Liao, Huchang ;
Wang, Xinxin ;
Xu, Zeshui ;
Herrera, Francisco .
INTERNATIONAL JOURNAL OF STRATEGIC PROPERTY MANAGEMENT, 2020, 24 (01) :1-23
[3]   Hesitant fuzzy linguistic entropy and cross-entropy measures and alternative queuing method for multiple criteria decision making [J].
Gou, Xunjie ;
Xu, Zeshui ;
Liao, Huchang .
INFORMATION SCIENCES, 2017, 388 :225-246
[4]   Hesitant fuzzy linguistic term sets for linguistic decision making: Current developments, issues and challenges [J].
Hai Wang ;
Xu Zeshui ;
Zeng, Xiao-Jun .
INFORMATION FUSION, 2018, 43 :1-12
[5]   A Novel Fuzzy Decision-Making Method Using Entropy Weights-Based Correlation Coefficients Under Intuitionistic Fuzzy Environment [J].
Joshi, Rajesh ;
Kumar, Satish .
INTERNATIONAL JOURNAL OF FUZZY SYSTEMS, 2019, 21 (01) :232-242
[6]   Consistency of hesitant fuzzy linguistic preference relations: An interval consistency index [J].
Li, Cong-Cong ;
Rodriguez, Rosa M. ;
Martinez, Luis ;
Dong, Yucheng ;
Herrera, Francisco .
INFORMATION SCIENCES, 2018, 432 :347-361
[7]   Hesitant Fuzzy Linguistic Term Set and Its Application in Decision Making: A State-of-the-Art Survey [J].
Liao, Huchang ;
Xu, Zeshui ;
Herrera-Viedma, Enrique ;
Herrera, Francisco .
INTERNATIONAL JOURNAL OF FUZZY SYSTEMS, 2018, 20 (07) :2084-2110
[8]   An integrated method for cognitive complex multiple experts multiple criteria decision making based on ELECTRE III with weighted Borda rule [J].
Liao, Huchang ;
Wu, Xingli ;
Mi, Xiaomei ;
Herrera, Francisco .
OMEGA-INTERNATIONAL JOURNAL OF MANAGEMENT SCIENCE, 2020, 93
[9]   Score-HeDLiSF: A score function of hesitant fuzzy linguistic term set based on hesitant degrees and linguistic scale functions: An application to unbalanced hesitant fuzzy linguistic MULTIMOORA [J].
Liao, Huchang ;
Qin, Rui ;
Gao, Chenyuan ;
Wu, Xingli ;
Hafezalkotob, Arian ;
Herrera, Francisco .
INFORMATION FUSION, 2019, 48 :39-54
[10]   Hesitant Fuzzy Linguistic VIKOR Method and Its Application in Qualitative Multiple Criteria Decision Making [J].
Liao, Huchang ;
Xu, Zeshui ;
Zeng, Xiao-Jun .
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2015, 23 (05) :1343-1355