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Ranking of Z-Numbers and Its Application in Decision Making

Author

Listed:
  • R. A. Aliev

    (Joint MBA Program, USA, Azerbaijan, Azerbaijan State Oil and Industry University, 20 Azadlig Ave., AZ1010, Baku, Azerbaijan2Department of Computer Engineering, Near East University, Near East Boulevard, ZIP)

  • O. H. Huseynov

    (The Research Laboratory of Intelligent Control and Decision Making Systems in Industry and Economics, Azerbaijan State Oil and Industry University, 20 Azadlig Ave., AZ1010, Baku, Azerbaijan)

  • R. Serdaroglu

    (Banking and Finance Department, Faculty of Economics and Administrative Sciences Faculty, Near East University, Near East Boulevard, ZIP)

Abstract

Real-world decision problems in decision analysis, system analysis, economics, ecology, and other fields are characterized by fuzziness and partial reliability of relevant information. In order to deal with such information, Prof. Zadeh suggested the concept of a Z-number as an ordered pair Z=(A,B) of fuzzy numbers A and B, the first of which is a linguistic value of a variable of interest, and the second one is a linguistic value of probability measure of the first one, playing a role of reliability of information. Decision making under Z-number based information requires ranking of Z-numbers. In this paper we suggest a human-like fundamental approach for ranking of Z-numbers which is based on two main ideas. One idea is to compute optimality degrees of Z-numbers and the other one is to adjust the obtained degrees by using a human being’s opinion formalized by a degree of pessimism. Two examples and a real-world application are provided to show validity of the suggested research. A comparison of the proposed approach with the existing methods is conducted.

Suggested Citation

  • R. A. Aliev & O. H. Huseynov & R. Serdaroglu, 2016. "Ranking of Z-Numbers and Its Application in Decision Making," International Journal of Information Technology & Decision Making (IJITDM), World Scientific Publishing Co. Pte. Ltd., vol. 15(06), pages 1503-1519, November.
  • Handle: RePEc:wsi:ijitdm:v:15:y:2016:i:06:n:s0219622016500310
    DOI: 10.1142/S0219622016500310
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    References listed on IDEAS

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    1. De Meyer, H. & De Baets, B. & De Schuymer, B., 2007. "On the transitivity of the comonotonic and countermonotonic comparison of random variables," Journal of Multivariate Analysis, Elsevier, vol. 98(1), pages 177-193, January.
    2. Alamatsaz, Mohammad Hossein & Abbasi, Somayyeh, 2008. "Ordering comparison of negative binomial random variables with their mixtures," Statistics & Probability Letters, Elsevier, vol. 78(14), pages 2234-2239, October.
    3. Ghirardato, Paolo & Maccheroni, Fabio & Marinacci, Massimo, 2004. "Differentiating ambiguity and ambiguity attitude," Journal of Economic Theory, Elsevier, vol. 118(2), pages 133-173, October.
    4. Gilboa, Itzhak & Schmeidler, David, 1989. "Maxmin expected utility with non-unique prior," Journal of Mathematical Economics, Elsevier, vol. 18(2), pages 141-153, April.
    5. Gilboa,Itzhak, 2009. "Theory of Decision under Uncertainty," Cambridge Books, Cambridge University Press, number 9780521517324, October.
    6. Zadeh, Lotfi A., 2006. "Generalized theory of uncertainty (GTU)--principal concepts and ideas," Computational Statistics & Data Analysis, Elsevier, vol. 51(1), pages 15-46, November.
    7. Fan, Zhi-Ping & Liu, Yang & Feng, Bo, 2010. "A method for stochastic multiple criteria decision making based on pairwise comparisons of alternatives with random evaluations," European Journal of Operational Research, Elsevier, vol. 207(2), pages 906-915, December.
    8. Congjun Rao & Jin Peng, 2009. "Fuzzy Group Decision Making Model Based On Credibility Theory And Gray Relative Degree," International Journal of Information Technology & Decision Making (IJITDM), World Scientific Publishing Co. Pte. Ltd., vol. 8(03), pages 515-527.
    9. Rafik A. Aliev & Witold Pedrycz & Oleg H. Huseynov, 2013. "Behavioral Decision Making With Combined States Under Imperfect Information," International Journal of Information Technology & Decision Making (IJITDM), World Scientific Publishing Co. Pte. Ltd., vol. 12(03), pages 619-645.
    10. Miao-Ling Wang & Hsiao-Fan Wang & Chih-Lung Lin, 2005. "Ranking Fuzzy Number Based On Lexicographic Screening Procedure," International Journal of Information Technology & Decision Making (IJITDM), World Scientific Publishing Co. Pte. Ltd., vol. 4(04), pages 663-678.
    11. Ufuk Cebeci & Da Ruan, 2007. "A Multi-Attribute Comparison Of Turkish Quality Consultants By Fuzzy Ahp," International Journal of Information Technology & Decision Making (IJITDM), World Scientific Publishing Co. Pte. Ltd., vol. 6(01), pages 191-207.
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    Cited by:

    1. Ekaterine Gulua & Natalia Kharadze, 2022. "Employed Students' Development Challenges in Georgia," European Journal of Interdisciplinary Studies Articles, Revistia Research and Publishing, vol. 8, ejis_v8_i.
    2. Hui Li & Xuefei Liao & Zhen Li & Lei Pan & Meng Yuan & Ke Qin, 2024. "The Operational Laws of Symmetric Triangular Z-Numbers," Mathematics, MDPI, vol. 12(10), pages 1-18, May.
    3. Amir Hosein Mahmoodi & Seyed Jafar Sadjadi & Soheil Sadi-Nezhad & Roya Soltani & Farzad Movahedi Sobhani, 2020. "Linguistic Z-number weighted averaging operators and their application to portfolio selection problem," PLOS ONE, Public Library of Science, vol. 15(1), pages 1-34, January.
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