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Erschienen in: Fuzzy Optimization and Decision Making 4/2021

13.03.2021

Z probabilistic linguistic term sets and its application in multi-attribute group decision making

verfasst von: Jiahui Chai, Sidong Xian, Sichong Lu

Erschienen in: Fuzzy Optimization and Decision Making | Ausgabe 4/2021

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Abstract

Probabilistic linguistic term set solves the problem of probabilistic distribution of linguistic terms. Due to the objective and subjective factors such as the decision makers’experience and preference, the credibility of the linguistic terms is different. However, current studies on PLTSs ignore this difference. In this paper, we first propose a novel concept called Z probabilistic linguistic term set (ZPLTS). As an extension of existing tools, it takes advantage of the fact that Z-number can represent both information and corresponding credibility. At the same time, we discuss the normalization, operational rules, ranking method and distance measure for ZPLTSs. Then, we propose a new weight calculation method, an aggregation-based method and an extended TOPSIS method, and apply them to multi-attribute group decision making in Z probabilistic linguistic environment. Finally, a numerical example and some comparisons with other methods illustrate the necessity and effectiveness of the proposed method.

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Literatur
Zurück zum Zitat Bai, C. Z., Zhang, R., Qian, L. X., & Wu, Y. N. (2017). Comparisons of probabilistic linguistic term sets for multi-criteria decision making. Knowledge-Based Systems,119((C)), 284–291. Bai, C. Z., Zhang, R., Qian, L. X., & Wu, Y. N. (2017). Comparisons of probabilistic linguistic term sets for multi-criteria decision making. Knowledge-Based Systems,119((C)), 284–291.
Zurück zum Zitat Beg, I., & Rashid, T. (2013). Topsis for hesitant fuzzy linguistic term sets. International Journal of Intelligent Systems, 28(12), 1162–1171.CrossRef Beg, I., & Rashid, T. (2013). Topsis for hesitant fuzzy linguistic term sets. International Journal of Intelligent Systems, 28(12), 1162–1171.CrossRef
Zurück zum Zitat Gou, X. J., & Xu, Z. S. (2016). Novel basic operational laws for linguistic terms, hesitant fuzzy linguistic term sets and probabilistic linguistic term sets. Information Sciences, 372, 407–427. Gou, X. J., & Xu, Z. S. (2016). Novel basic operational laws for linguistic terms, hesitant fuzzy linguistic term sets and probabilistic linguistic term sets. Information Sciences, 372, 407–427.
Zurück zum Zitat Herrera, F., Herrera-viedma, E., & Verdegay, J. L. (1996). A model of consensus in group decision making under linguistic assessments. Fuzzy Sets & Systems, 78(1), 73–87.MathSciNetCrossRef Herrera, F., Herrera-viedma, E., & Verdegay, J. L. (1996). A model of consensus in group decision making under linguistic assessments. Fuzzy Sets & Systems, 78(1), 73–87.MathSciNetCrossRef
Zurück zum Zitat Herrera, F., Herrera-viedma, E., & Verdegay, J. L. (1997). A rational consensus model in group decision making using linguistic assessments. Fuzzy Sets & Systems, 88(1), 31–49.CrossRef Herrera, F., Herrera-viedma, E., & Verdegay, J. L. (1997). A rational consensus model in group decision making using linguistic assessments. Fuzzy Sets & Systems, 88(1), 31–49.CrossRef
Zurück zum Zitat Jin, C., Wang, H., & Xu, Z. S. (2019). Uncertain probabilistic linguistic term sets in group decision making. International Journal of Fuzzy Systems, 21(4), 1241–1258. Jin, C., Wang, H., & Xu, Z. S. (2019). Uncertain probabilistic linguistic term sets in group decision making. International Journal of Fuzzy Systems, 21(4), 1241–1258.
Zurück zum Zitat Kang, B. Y., Yong, H., Deng, Y., & Zhou, D. Y. (2016). A new methodology of multicriteria decision-making in supplier selection based on z-numbers. Mathematical Problems in Engineering, 1, 1–17.MathSciNetMATH Kang, B. Y., Yong, H., Deng, Y., & Zhou, D. Y. (2016). A new methodology of multicriteria decision-making in supplier selection based on z-numbers. Mathematical Problems in Engineering, 1, 1–17.MathSciNetMATH
Zurück zum Zitat Liao, H. C., Mi, X. M., & Xu, Z. S. (2020). A survey of decision-making methods with probabilistic linguistic information: bibliometrics, preliminaries, methodologies, applications and future directions. Fuzzy Optimization and Decision Making, 19, 81–134.MathSciNetCrossRef Liao, H. C., Mi, X. M., & Xu, Z. S. (2020). A survey of decision-making methods with probabilistic linguistic information: bibliometrics, preliminaries, methodologies, applications and future directions. Fuzzy Optimization and Decision Making, 19, 81–134.MathSciNetCrossRef
Zurück zum Zitat Pang, Q., Wang, H., & Xu, Z. S. (2016). Probabilistic linguistic term sets in multi-attribute group decision making. Information Sciences, 369, 128–143. Pang, Q., Wang, H., & Xu, Z. S. (2016). Probabilistic linguistic term sets in multi-attribute group decision making. Information Sciences, 369, 128–143.
Zurück zum Zitat Rodriguez, R. M., Martinez, L., & Herrera, F. (2012). Hesitant fuzzy linguistic term sets for decision making. IEEE Transactions on Fuzzy Systems, 20(1), 109–119.CrossRef Rodriguez, R. M., Martinez, L., & Herrera, F. (2012). Hesitant fuzzy linguistic term sets for decision making. IEEE Transactions on Fuzzy Systems, 20(1), 109–119.CrossRef
Zurück zum Zitat Torra, V. (2010). Hesitant fuzzy sets. International Journal of Intelligent Systems, 25(6), 529–539.MATH Torra, V. (2010). Hesitant fuzzy sets. International Journal of Intelligent Systems, 25(6), 529–539.MATH
Zurück zum Zitat Wang, H. (2015). Extended hesitant fuzzy linguistic term sets and their aggregation in group decision making. International Journal of Computational Intelligence Systems, 8(1), 14–33. Wang, H. (2015). Extended hesitant fuzzy linguistic term sets and their aggregation in group decision making. International Journal of Computational Intelligence Systems, 8(1), 14–33.
Zurück zum Zitat Wang, J. Q., Cao, Y. X., & Zhang, H. Y. (2017). Multi-criteria decision-making method based on distance measure and choquet integral for linguistic z-numbers. Cognitive Computation, 9(6), 827–842.CrossRef Wang, J. Q., Cao, Y. X., & Zhang, H. Y. (2017). Multi-criteria decision-making method based on distance measure and choquet integral for linguistic z-numbers. Cognitive Computation, 9(6), 827–842.CrossRef
Zurück zum Zitat Wei, C. P., Zhao, N., & Tang, X. J. (2014). Operators and comparisons of hesitant fuzzy linguistic term sets. IEEE Transactions on Fuzzy Systems, 22(3), 575–585.CrossRef Wei, C. P., Zhao, N., & Tang, X. J. (2014). Operators and comparisons of hesitant fuzzy linguistic term sets. IEEE Transactions on Fuzzy Systems, 22(3), 575–585.CrossRef
Zurück zum Zitat Wu, X. L., & Liao, H. C. (2018). An approach to quality function deployment based on probabilistic linguistic term sets and Oreste method for multi-expert multi-criteria decision making. Information Fusion, 43, 13–26.CrossRef Wu, X. L., & Liao, H. C. (2018). An approach to quality function deployment based on probabilistic linguistic term sets and Oreste method for multi-expert multi-criteria decision making. Information Fusion, 43, 13–26.CrossRef
Zurück zum Zitat Xian, S. D., Chai, J. H., & Yin, Y. B. (2019). A visual comparison method and similarity measure for probabilistic linguistic term sets and their applications in multi-criteria decision making. International Journal of Fuzzy Systems, 21(4), 1154–1169. Xian, S. D., Chai, J. H., & Yin, Y. B. (2019). A visual comparison method and similarity measure for probabilistic linguistic term sets and their applications in multi-criteria decision making. International Journal of Fuzzy Systems, 21(4), 1154–1169.
Zurück zum Zitat Xian, S. D., Chai, J. H., & Guo, H. L. (2019). Z linguistic-induced ordered weighted averaging operator for multiple attribute group decision-making. International Journal of Intelligent Systems, 34(2), 271–296.CrossRef Xian, S. D., Chai, J. H., & Guo, H. L. (2019). Z linguistic-induced ordered weighted averaging operator for multiple attribute group decision-making. International Journal of Intelligent Systems, 34(2), 271–296.CrossRef
Zurück zum Zitat Xian, S. D., & Sun, W. J. (2014). Fuzzy linguistic induced Euclidean OWA distance operator and its application in group linguistic decision making. Journal of Intelligent Systems, 29(5), 478–491. Xian, S. D., & Sun, W. J. (2014). Fuzzy linguistic induced Euclidean OWA distance operator and its application in group linguistic decision making. Journal of Intelligent Systems, 29(5), 478–491.
Zurück zum Zitat Xiao, Z. Q. (2014). Application of z-numbers in multi-criteria decision making. International Conference on Informative & Cybernetics for Computational Social Systems, 91–95. Xiao, Z. Q. (2014). Application of z-numbers in multi-criteria decision making. International Conference on Informative & Cybernetics for Computational Social Systems, 91–95.
Zurück zum Zitat Xu, Z. S. (2004). Uncertain linguistic aggregation operators based approach to multiple attribute group decision making under uncertain linguistic environment. Information Sciences, 168(1), 171–184.CrossRef Xu, Z. S. (2004). Uncertain linguistic aggregation operators based approach to multiple attribute group decision making under uncertain linguistic environment. Information Sciences, 168(1), 171–184.CrossRef
Zurück zum Zitat Xu, Z. S. (2005). Deviation measures of linguistic preference relations in group decision making. Omega-international Journal of Management Science, 33(3), 249–254.CrossRef Xu, Z. S. (2005). Deviation measures of linguistic preference relations in group decision making. Omega-international Journal of Management Science, 33(3), 249–254.CrossRef
Zurück zum Zitat Yaakob, A. M., & Gegov, A. (2016). Interactive topsis based group decision making methodology using z-numbers. International Journal of Computational Intelligence Systems, 9(2), 311–324.CrossRef Yaakob, A. M., & Gegov, A. (2016). Interactive topsis based group decision making methodology using z-numbers. International Journal of Computational Intelligence Systems, 9(2), 311–324.CrossRef
Zurück zum Zitat Zadeh, L. A. (1975). The concept of a linguistic variable and its application to approximate reasoning. Information Sciences, 8(3), 199–249.MathSciNetCrossRef Zadeh, L. A. (1975). The concept of a linguistic variable and its application to approximate reasoning. Information Sciences, 8(3), 199–249.MathSciNetCrossRef
Zurück zum Zitat Zhang, Y. X., Xu, Z. S., Wang, H., & Liao, H. C. (2016). Consistency-based risk assessment with probabilistic linguistic preference relation. Applied Soft Computing, 49(C), 817–833.CrossRef Zhang, Y. X., Xu, Z. S., Wang, H., & Liao, H. C. (2016). Consistency-based risk assessment with probabilistic linguistic preference relation. Applied Soft Computing, 49(C), 817–833.CrossRef
Metadaten
Titel
Z probabilistic linguistic term sets and its application in multi-attribute group decision making
verfasst von
Jiahui Chai
Sidong Xian
Sichong Lu
Publikationsdatum
13.03.2021
Verlag
Springer US
Erschienen in
Fuzzy Optimization and Decision Making / Ausgabe 4/2021
Print ISSN: 1568-4539
Elektronische ISSN: 1573-2908
DOI
https://doi.org/10.1007/s10700-021-09351-2

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