Outranking method for intuitionistic 2-tuple fuzzy linguistic information model in group decision making

This paper attempts to develop an outranking method based on intuitionistic 2-tuple fuzzy linguistic information and apply it to multi-criteria group decision-making problems. The theory of intuitionistic 2-tuple fuzzy linguistic elements (I2FLEs) is useful for modeling impressions and quantifying the ambiguous nature of subjective judgments in a convenient manner. The family of ELECTRE methods is well known and widely used outranking method, but it has not been investigated within the intuitionistic 2-tuple fuzzy linguistic environment. ELECTRE uses the concept of an outranking relationship. Therefore, the directional Hausdorff distance, which uses I2FLEs, is proposed and the outranking relations are subsequently defined using this distance. Furthermore, using the proposed score and accuracy functions of I2FLEs, this paper also develops an outranking method based on intuitionistic fuzzy support function, intuitionistic fuzzy risk function, intuitionistic fuzzy credibility function, and the net outranking flow index similar to the PROMETHEE method. An illustrative example is given to demonstrate the practicality and effectiveness of the developed approaches. Finally, a comparative discussion of two decision-making methods is conducted to demonstrate the advantages of the proposed method over the other.

[1]  Hong-yu Zhang,et al.  Multi-criteria decision-making based on hesitant fuzzy linguistic term sets: An outranking approach , 2015, Knowl. Based Syst..

[2]  Francisco Herrera,et al.  Linguistic decision analysis: steps for solving decision problems under linguistic information , 2000, Fuzzy Sets Syst..

[3]  Zeshui Xu,et al.  Hesitant Fuzzy Linguistic VIKOR Method and Its Application in Qualitative Multiple Criteria Decision Making , 2015, IEEE Transactions on Fuzzy Systems.

[4]  Krassimir T. Atanassov,et al.  Intuitionistic fuzzy sets , 1986 .

[5]  Shaoyuan Li,et al.  Enhancing optimal feeder assignment of the multi-head surface mounting machine using genetic algorithms , 2008, Appl. Soft Comput..

[6]  P. Vincke,et al.  Note-A Preference Ranking Organisation Method: The PROMETHEE Method for Multiple Criteria Decision-Making , 1985 .

[7]  Francisco Herrera,et al.  Hesitant Fuzzy Linguistic Term Sets , 2011 .

[8]  Hong-yu Zhang,et al.  Multi-criteria outranking approach with hesitant fuzzy sets , 2013, OR Spectrum.

[9]  Adiel Teixeira de Almeida,et al.  Multicriteria decision model for outsourcing contracts selection based on utility function and ELECTRE method , 2007, Comput. Oper. Res..

[10]  Francisco Herrera,et al.  A 2-tuple fuzzy linguistic representation model for computing with words , 2000, IEEE Trans. Fuzzy Syst..

[11]  Francisco Herrera,et al.  Connecting the linguistic hierarchy and the numerical scale for the 2-tuple linguistic model and its use to deal with hesitant unbalanced linguistic information , 2016, Inf. Sci..

[12]  Ahmad Makui,et al.  Extension of fuzzy TOPSIS method based on interval-valued fuzzy sets , 2009, Appl. Soft Comput..

[13]  Li-Jun Yang,et al.  An extension of ELECTRE to multi-criteria decision-making problems with multi-hesitant fuzzy sets , 2015, Inf. Sci..

[14]  Shu Liu,et al.  Fractional programming methodology for multi-attribute group decision-making using IFS , 2009, Appl. Soft Comput..

[15]  José L. Verdegay,et al.  On aggregation operations of linguistic labels , 1993, Int. J. Intell. Syst..

[16]  Lotfi A. Zadeh,et al.  Fuzzy Sets , 1996, Inf. Control..

[17]  Ting-Yu Chen,et al.  The interval-valued fuzzy TOPSIS method and experimental analysis , 2008, Fuzzy Sets Syst..

[18]  Francisco Herrera,et al.  A model based on linguistic 2-tuples for dealing with multigranular hierarchical linguistic contexts in multi-expert decision-making , 2001, IEEE Trans. Syst. Man Cybern. Part B.

[19]  Bernard Roy,et al.  An overview on "The European school of MCDA: Emergence, basic features and current works" , 1997 .

[20]  Francisco Herrera,et al.  An Approach for Combining Linguistic and Numerical Information Based on the 2-Tuple Fuzzy Linguistic Representation Model in Decision-Making , 2000, Int. J. Uncertain. Fuzziness Knowl. Based Syst..

[21]  Zeshui Xu,et al.  Hesitant fuzzy ELECTRE II approach: A new way to handle multi-criteria decision making problems , 2015, Inf. Sci..

[22]  Zeshui Xu,et al.  Approaches to manage hesitant fuzzy linguistic information based on the cosine distance and similarity measures for HFLTSs and their application in qualitative decision making , 2015, Expert Syst. Appl..

[23]  K. Atanassov,et al.  Interval-Valued Intuitionistic Fuzzy Sets , 2019, Studies in Fuzziness and Soft Computing.

[24]  B. Roy THE OUTRANKING APPROACH AND THE FOUNDATIONS OF ELECTRE METHODS , 1991 .

[25]  V. Torra,et al.  A framework for linguistic logic programming , 2010 .

[26]  Francisco Herrera,et al.  A fusion approach for managing multi-granularity linguistic term sets in decision making , 2000, Fuzzy Sets Syst..

[27]  Francisco Herrera,et al.  A model of consensus in group decision making under linguistic assessments , 1996, Fuzzy Sets Syst..

[28]  Jian-qiang Wang,et al.  Intuitionistic hesitant linguistic sets and their application in multi-criteria decision-making problems , 2015, Operational Research.

[29]  Shahzad Faizi,et al.  An outranking method for multi-criteria group decision making using hesitant intuitionistic fuzzy linguistic term sets , 2017, J. Intell. Fuzzy Syst..

[30]  Jin-Hsien Wang,et al.  A new version of 2-tuple fuzzy linguistic representation model for computing with words , 2006, IEEE Trans. Fuzzy Syst..

[31]  Jian-qiang Wang,et al.  Hesitant Uncertain Linguistic Z-Numbers and Their Application in Multi-criteria Group Decision-Making Problems , 2017, Int. J. Fuzzy Syst..

[32]  Gui-Wu Wei,et al.  Extension of TOPSIS method for 2-tuple linguistic multiple attribute group decision making with incomplete weight information , 2010, Knowledge and Information Systems.

[33]  Jian-qiang Wang,et al.  An extension of the ELECTRE approach with multi-valued neutrosophic information , 2017, Neural Computing and Applications.

[34]  Mostafa Zandieh,et al.  Extension of the ELECTRE method for decision-making problems with interval weights and data , 2010 .

[35]  Ching-Lai Hwang,et al.  Multiple Attribute Decision Making: Methods and Applications - A State-of-the-Art Survey , 1981, Lecture Notes in Economics and Mathematical Systems.

[36]  Hong-yu Zhang,et al.  An Extended Outranking Approach to Rough Stochastic Multi-criteria Decision-Making Problems , 2016, Cognitive Computation.

[37]  Hong-yu Zhang,et al.  Multi-criteria decision-making approaches based on distance measures for linguistic hesitant fuzzy sets , 2016, J. Oper. Res. Soc..

[38]  Xiaoyue Liu,et al.  Hesitant intuitionistic fuzzy linguistic aggregation operators and their applications to multiple attribute decision making , 2014, J. Intell. Fuzzy Syst..

[39]  Zeshui Xu,et al.  An outranking sorting method for multi-criteria group decision making using intuitionistic fuzzy sets , 2016, Inf. Sci..

[40]  Zeshui Xu,et al.  Generalized asymmetric linguistic term set and its application to qualitative decision making involving risk appetites , 2016, Eur. J. Oper. Res..

[41]  Zeshui Xu,et al.  Preference relations based on hesitant-intuitionistic fuzzy information and their application in group decision making , 2015, Comput. Ind. Eng..

[42]  Zeshui Xu,et al.  Distance and similarity measures for hesitant fuzzy linguistic term sets and their application in multi-criteria decision making , 2014, Inf. Sci..

[43]  Na Zhao,et al.  Operators and Comparisons of Hesitant Fuzzy Linguistic Term Sets , 2014, IEEE Transactions on Fuzzy Systems.

[44]  Zeshui Xu,et al.  ELECTRE-Based Outranking Method for Multi-criteria Decision Making Using Hesitant Intuitionistic Fuzzy Linguistic Term Sets , 2017, International Journal of Fuzzy Systems.

[45]  Tabasam Rashid,et al.  An Intuitionistic 2‐Tuple Linguistic Information Model and Aggregation Operators , 2016, Int. J. Intell. Syst..

[46]  Jianqiang Wang,et al.  Stochastic multicriteria decision-making approach based on SMAA-ELECTRE with extended gray numbers , 2019, Int. Trans. Oper. Res..