Abstract
The probabilistic linguistic terms set (PLTS) consists of several possible linguistic terms and their relative probability, and the Power average (PA) operator takes the interrelationships among the attributes into consideration. At the same time, the bidirectional projection (BP) method can consider the distance and the angle of the evaluated alternatives, moreover, it can also take the bidirectional projection magnitude into account. For the sake of fully taking the advantages of PLTS, PA operator and the BP method, in this article, we combine the PA operator with the BP method and extend it to the environment of probabilistic linguistic information (PLI), meanwhile, based on the calculation process of the weighted averaging operator of distribution assessments, the probabilistic linguistic PA (PLPA) operator and the weighted probabilistic linguistic PA (WPLPA) operator are proposed. Simultaneously, we discuss some properties of these operators. Further, we define the BP measures based on PLTS. Based on the combination of the WPLPA operator and the BP method, we develop the approach which can solve the problems of multiple attribute group decision-making with PLI. Lastly, a numerical instance is given to demonstrate the feasibility and the superiority of the proposed method.
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Zadeh, L.A.: Fuzzy sets. Inf. Control 8(3), 338–353 (1965)
Mizumoto, M., Tanaka, K.: Some properties of fuzzy sets of type 2. Inf. Control 31(4), 312–340 (1976)
Atanassov, K.T.: Intuitionistic fuzzy sets. Fuzzy Sets Syst. 20(1), 87–96 (1986)
Yager, R.R.: On the theory of bags. Int. J. Gener. Syst. 13(1), 23–37 (1986)
Torra, V.: Hesitant fuzzy sets. Int. J. Intell. Syst. 6(25), 529–539 (2010)
Zadeh, L.A.: The concept of a linguistic variable and its application to approximate reasoning—I. Inf. Sci. 8(3), 199–249 (1975)
Zadeh, L.A.: The concept of a linguistic variable and its application to approximate reasoning—II. Inf. Sci. 8, 301–353 (1975)
Zadeh, L.A.: The concept of a linguistic variable and its application to approximate reasoning—III. Inf. Sci. 9, 43–80 (1975)
Rodriguez, R.M., Martinez, L., Herrera, F.: Hesitant fuzzy linguistic term sets for decision making. IEEE Trans. Fuzzy Syst. 20(1), 109–119 (2012)
Pang, Q., Xu, Z.S., Wang, H.: Probabilistic linguistic term sets in multi-attribute group decision making. Inf. Sci. 369, 128–143 (2016)
Gou, X.J., Xu, Z.S.: Novel basic operational laws for linguistic terms, hesitant fuzzy linguistic term sets and probabilistic linguistic term sets. Inf. Sci. 372, 407–427 (2016)
Bai, C.Z., Zhang, R., Qian, L.X., Wu, Y.N.: Comparisons of probabilistic linguistic term sets for multi-criteria decision making. Knowl.-Based Syst. 119, 284–291 (2017)
Lin, M.W., Xu, Z.S.: Probabilistic linguistic distance measures and their applications in multi-criteria group decision making. In: Soft computing applications for group decision-making and consensus modeling 411–440 (2017)
Zhang, X.L., Xing, X.M.: Probabilistic linguistic VIKOR method to evaluate green supply chain initiatives. Sustainability. 9(7), 1231 (2017)
Gomes, L.F.A.M., Lima, M.M.P.P.: Todim: basic and application to multicriteria ranking of projects with environmental impacts. Found. Comput. Decis. Sci. 16(1), 113–127 (1991)
Greco, S., Kadziński, M., Mousseau, V., Słowiński, R.: ELECTRE: robust ordinal regression for outranking methods. Eur. J. Oper. Res. 214(1), 118–135 (2011)
Brans, J.P., Vincke, P.A.: A preference ranking organization method: the PROMETHEE method for MCDM. Manag. Sci. 31(6), 647–656 (1985)
Wu, X.L., Liao, H.C., Xu, Z.S., Hafezalkotob, A., Herrera, F.: Probabilistic linguistic MULTIMOORA: a multi-criteria decision making method based on the probabilistic linguistic expectation function and the improved borda rule. IEEE Trans. Fuzzy Syst. 26(6), 3688–3702 (2018)
Xu, Z.S.: On method for uncertain multiple attribute decision making problems with uncertain multiplicative preference information on alternatives. Fuzzy Optim. Decis. Making 4, 131–139 (2005)
Xu, Z.S., Da, Q.L.: Projection method for uncertain multi-attribute decision making with preference information on alternatives. Int. J. Inf. Technol. Decis. Making 3, 429–434 (2004)
Yue, Z.L.: Approach to group decision making based on determining the weights of experts by using projection method. Appl. Math. Model. 36, 2900–2910 (2012)
Ye, J.: Bidirectional projection method for multiple attribute group decision making with neutrosophic numbers. Neural Comput. Appl. 28(5), 1021–10299 (2017)
Ye, J.: Projection and bidirectional projection measures of single-valued neutrosophic sets and their decision-making method for mechanical design schemes. J. Exp. Theor. Artif. Intell. 29(4), 731–740 (2017)
Liu, P.D., You, X.L.: Bidirectional projection measure of linguistic neutrosophic numbers and their application to multi-criteria group decision making. Comput. Ind. Eng. 128, 447–457 (2019)
Liu, X.D., Zhu, J.J., Liu, S.F.: Bidirectional projection method with hesitant fuzzy information. Syst. Eng. Theory Pract. 34(10), 2637–2644 (2014)
Liu, P.D.: Some Hamacher aggregation operators based on the interval-valued intuitionistic fuzzy numbers and their application to Group Decision Making. IEEE Trans. Fuzzy Syst. 22(1), 83–97 (2014)
Liu, P.D., Chen, S.M., Wang, P.: Multiple-attribute group decision-making based on q-rung orthopair fuzzy power Maclaurin symmetric mean operators. IEEE Trans. Syst. Man Cybern. Syst. 1, 1 (2018). https://doi.org/10.1109/tsmc.2018.2852948
Liu, P.D., Tang, G.L.: some intuitionistic fuzzy prioritized interactive einstein Choquet operators and their application in decision making. IEEE Access 6, 72357–72371 (2019)
Liu, P.D., Wang, P.: Multiple-attribute decision making based on Archimedean Bonferroni operators of q-rung orthopair fuzzy numbers. IEEE Trans. Fuzzy Syst. 27(5), 834–848 (2019)
Yager, R.R.: The power average operator. Syst. Man Cybern. Part A Syst. Hum. IEEE Trans. 31(6), 724–731 (2001)
Xu, Z.S., Yager, R.R.: Power-geometric operators and their use in group decision making. IEEE Trans. Fuzzy Syst. 18(1), 94–105 (2010)
Xu, Y.J., Merigó, J.M., Wang, H.M.: Linguistic power aggregation operators and their application to multiple attribute group decision making. Appl. Math. Model. 36(11), 5427–5444 (2012)
Li, Y., Wang, Y., Liu, P.D.: Multiple attribute group decision-making methods based on trapezoidal fuzzy two-dimension linguistic power generalized aggregation operators. Soft Comput. 20(7), 2689–2704 (2016)
Liu, P.D., Qin, X.Y.: Power average operators of linguistic intuitionistic fuzzy numbers and their application to multiple-attribute decision making. J. Intell. Fuzzy Syst. 32(1), 1029–1043 (2016)
Zhu, C., Zhu, L., Zhang, X.: Linguistic hesitant fuzzy power aggregation operators and their applications in multiple attribute decision-making. Inf. Sci. 367–368, 809–826 (2016)
Kobina, A., Liang, D., He, X.: Probabilistic linguistic Power aggregation operators for multi-criteria group decision making. Symmetry 9(12), 320 (2017)
Gou, X.J., Xu, Z.S., Liao, H.C.: Multiple criteria decision making based on Bonferroni means with hesitant fuzzy linguistic information. Soft Comput. 21(21), 6515–6529 (2016)
Zhang, G., Dong, Y., Xu, Y.: Consistency and consensus measures for linguistic preference relations based on distribution assessments. Inf. Fusion 17(1), 46–55 (2014)
Xu, Z.S.: Deviation measures of linguistic preference relations in group decision making. Omega 33(3), 249–254 (2005)
Liang, D., Kobina, A., Quan, W.: Grey relational analysis method for probabilistic linguistic multi-criteria group decision-making based on geometric Bonferroni mean. Int. J. Fuzzy Syst. 20(7), 2234–2244 (2018)
Liu, P.D., Zhang, X.H.: Approach to multi-attributes decision making with intuitionistic linguistic information based on Dempster–Shafer evidence theory. IEEE Access 6(1), 52969–52981 (2018)
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This paper is supported by the National Natural Science Foundation of China (Nos. 71771140 and 71471172), and the Special Funds of Taishan Scholars Project of Shandong Province (No. ts201511045).
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Liu, P., Li, Y. & Teng, F. Bidirectional Projection Method for Probabilistic Linguistic Multi-criteria Group Decision-Making Based on Power Average Operator. Int. J. Fuzzy Syst. 21, 2340–2353 (2019). https://doi.org/10.1007/s40815-019-00705-y
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DOI: https://doi.org/10.1007/s40815-019-00705-y