A Comparative Analysis of the Ranking Functions for the IVIFVs and A New Score Function
Year 2022,
, 1484 - 1502, 01.12.2022
Melda Kokoç
,
Süleyman Ersöz
Abstract
The ranking of interval-valued intuitionistic fuzzy values (IVIFVs) has an important role in real-life decision-making problems. Even though there are many approaches related to the ranking methods of the IVIFVs, some of them have some shortcomings. In this study, the disadvantages of the existing ranking functions of the IVIFVs are discussed. It is revealed that both the most popular ranking functions and their recently improved versions may lead to unacceptable results. Furthermore, in this article, a new score function is offered to cope with the shortcomings of the ranking functions. The importance and performance of this new score function are proven with the help of many examples. Also, the decision-making algorithm adapted by integrating the new function is presented to illustrate the applicability of the new score function in the decision-making problems.
References
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Year 2022,
, 1484 - 1502, 01.12.2022
Melda Kokoç
,
Süleyman Ersöz
References
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- [3] Atanassov, K., "Intuitionistic fuzzy sets", Fuzzy Sets and Systems, 20(1): 87-96, (1986).
- [4] Niu, L. L., Li, J., Li, F. L. and Wang, Z. X., "Multi-criteria decision-making method with double risk parameters in interval-valued intuitionistic fuzzy environments", Complex & Intelligent Systems, 6(3): 669-679, (2020).
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- [12] Xu, Z. S., "Methods for aggregating interval-valued intuitionistic fuzzy information and their application to decision making", Control and Decision, 22(2): 215-219, (2007).
- [13] Lee, W., "A novel method for ranking interval-valued intuitionistic fuzzy numbers and its application to decision making", International Conference on Intelligent Human-Machine Systems and Cybernetics, (2009).
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- [19] Jia, Q., Hu, J. and Zhang, W., "A novel fault detection model based on Atanassov’s interval-valued intuitionistic fuzzy sets", Belief Rule Base and Evidential Reasoning, IEEE Access, 8: 4551-4567, (2019).
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- [25] Joshi, D. and Kumar, S., "Improved accuracy function for interval-valued intuitionistic fuzzy sets and its application to multi–attributes group decision making", Cybernetics and Systems, 49(1): 64-76, (2018).
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- [27] Nguyen, H., "A generalized p-norm knowledge-based score function for an interval-valued intuitionistic fuzzy set in decision making", IEEE Transactions on Fuzzy Systems, 28(3): 409-423, (2019).
- [28] Hao, Y. and Chen, X., "Study on the ranking problems in multiple attribute decision making based on interval‐valued intuitionistic fuzzy numbers", International Journal of Intelligent Systems, 33(3): 560-572, (2018).
- [29] Liu, B. and Luo, M. X., "Multicriteria decision making based on interval-valued intuitionistic fuzzy sets with a new kind of accuracy function", Quantitative Logic and Soft Computing 2016: Springer, 477-486, (2017).