Abstract
A generalized trapezoidal-valued intuitionistic fuzzy geometric aggregation operator is proposed which is then used to aggregate decision makers’ opinions in group decision making process. An extension of TOPSIS, a multi-criteria trapezoidal-valued intuitionistic fuzzy decision making technique, to a group decision environment is also proposed, where inter-dependent or interactive characteristics among criteria and preference of decision makers are under consideration. Furthermore, Choquet integral-based distance between trapezoidal-valued intuitionistic fuzzy values is defined. Combining the trapezoidal-valued intuitionistic fuzzy geometric aggregation operator with Choquet integral-based distance, an extension of TOPSIS method is developed to deal with a multi-criteria trapezoidal-valued intuitionistic fuzzy group decision making problems. Finally, an illustrative example is provided to understand the proposed method.
Similar content being viewed by others
References
Angilella, S., Greco, S., Lamantia, F., Matarazzo, B.: Assessing non-additive utility for multicriteria decision aid. Eur. J. Oper. Res. 158, 734–744 (2004)
Angilella, S., Greco, S., Matarazzo, B.: Non-additive robust ordinal regression: A multiple criteria decision model based on the Choquet integral. Eur. J. Oper. Res. 201, 277–288 (2010)
Ashtiani, B., Haghighirad, F., Makui, A., Montazer, G.: Extension of fuzzy TOPSIS method based on interval-valued fuzzy sets. Appl. Soft. Comput. 9, 457–461 (2009)
Atanassov, K.: Intuitionistic fuzzy sets. Fuzzy Sets Syst. 20, 87–96 (1986)
Atanassov, K.: Operators over interval-valued intuitionistic fuzzy sets. Fuzzy Sets Syst. 64(2), 159–174 (1994)
Atanassov, K.: Intuitionistic fuzzy sets. Theory and applications. Physica-Verlag, Heidelberg (1999)
Atanassov, K., Gargov, G.: Interval-valued intuitionistic fuzzy sets. Fuzzy Sets Syst. 31, 343–349 (1989)
Boran, F.E., Gen, S., Kurt, M., Akay, D.: A multi-criteria intuitionistic fuzzy group decision making for supplier selection with TOPSIS method. Expert Syst. Appl. 36, 11363–11368 (2009)
Büyüközkan, G., Ruan, D.: Choquet integral based aggregation approach to software development risk assessment. Inf. Sci. 180, 441–451 (2010)
Chen, C.T.: Extensions of the TOPSIS for group decision-making under fuzzy environment. Fuzzy Sets Syst. 114, 1–9 (2000)
Chen, S.J., Hwang, C.L.: Fuzzy multiple attribute decision making. Springer, Berlin (1992)
Chen, T.-Y., Tsao, C.-Y.: The interval-valued fuzzy TOPSIS method and experimental analysis. Fuzzy Sets Syst. 159, 1410–1428 (2008)
Choquet, G.: Theory of capacities. Annales del Institut Fourier 5, 131–295 (1953)
Chu, T.-C., Lin, Y.-C.: An interval arithmetic based fuzzy TOPSIS model. Expert Syst. Appl. 36, 10870–10876 (2009)
Demirel, T., Demirel, N.C., Kahraman, C.: Multi-criteria warehouse location selection using Choquet integral. Expert Syst. Appl. 37, 3943–3952 (2010)
Grabisch, M., Labreuche, C.: A decade of application of the Choquet and Sugeno integrals in multi-criteria decision aid. Ann. Oper. Res. 175(1), 247–286 (2010)
Grabisch, M.: Fuzzy integral in multicriteria decision making. Fuzzy Sets Syst. 69, 279–298 (1995)
Grabisch, M.: A new algorithm for identifying fuzzy measures and its application to pattern recognition. In: International joint conference 4th IEEE international conference on fuzzy systems and the 2nd international fuzzy engineering symposium, Yokohama, pp. 145–150 (1995)
Grabisch, M.: The representation of importance and interaction of features by fuzzy measures. Pattern Recogn. Lett. 17, 567–575 (1996)
Grabisch, M.: The application of fuzzy integrals in multicriteria decision making. Eur. J. Oper. Res. 89, 445–456 (1996)
Grabisch, M.: Alternative representations of discrete fuzzy measures for decision making. Int. J. Uncertain Fuzziness Knowl. Based Syst. 5, 587–607 (1997)
Grabisch, M., Murofushi, T., Sugeno, M.: Fuzzy measure and integrals. Physica-Verlag, New York (2000)
Herrera, F., Herrera-Viedma, E., Martinez, L.: A fusion approach for managing multi-granularity linguistic term sets in decision making. Fuzzy Sets Syst. 114, 43–58 (2000)
Hu, Y.C.: Classification performance evaluation of single-layer perceptron with Choquet integral-based TOPSIS. Appl. Intell. 29(3), 204–215 (2000)
Hwang, C.L., Yoon, K.: Multiple attributes decision making methods and applications. Berlin. Springer, Heidelberg (1981)
Ishii, K., Sugeno, M.: A model human evaluation process using fuzzy measure. Int. J. Man. Mach. Stud. 22, 19–38 (1985)
Jahanshahloo, G.R., Hosseinzadeh, L.otfi., F., Izadikhah, M.: Extension of the TOPSIS method for decision-making problems with fuzzy data. Appl. Math. Comput. 181, 1544–1551 (2006)
Keeney, R.L., Raiffa, H.: Decision with multiple objectives. Wiley, New York (1976)
Klement, E.P., Mesiar, R., Pap, E.: Triangular norms. Kluwer Academic Publishers, Dordrecht (2000)
Kojadinovic, I.: Modeling interaction phenomena using fuzzy measures: on the notions of interaction and independence. Fuzzy Sets Syst. 135, 317–340 (2002)
Kuo, M.S., Tzeng, G.H., Huang, W.C.: Group decision-making based on concepts of ideal and anti-ideal points in a fuzzy environment. Math. Comput. Model. 45, 324–339 (2007)
Labreuche, C., Grabisch, M.: The Choquet integral for the aggregation of interval scales in multicriteria decision making. Fuzzy Sets Syst. 137, 11–26 (2003)
Labreuche, C., Grabisch, M.: Generalized Choquet-like aggregation functions for handling bipolar scales. Eur. J. Oper. Res. 172(3), 931–955 (2006)
Liginlal, D., Ow, T.T.: Modeling attitude to risk in human decision processes: An application of fuzzy measures. Fuzzy Sets Syst. 157, 3040–3054 (2006)
Li, D.F., Wang, Y.C., Liu, S., Shan, F.: Fractional programming methodology for multi-attribute group decision making using IFS. Appl. Soft Comput. 8(1), 219–225 (2008)
Mahdavi, I., Mahdavi-Amiri, N., Heidarzade, A., Nourifar, R.: Designing a model of fuzzy TOPSIS in multiple criteria decision making. Appl. Math. Comput. 206, 607–617 (2008)
Meyer, P., Roubens, M.: On the use of the Choquet integral with fuzzy numbers in multiple criteria decision support. Fuzzy Sets Syst. 157, 927–938 (2006)
Negi, D.S.: Fuzzy analysis and optimization. PhD thesis. Department of Industrial Engineering, Kansas State University (1989)
Onisawa, T., Sugeno, M., Nishiwaki, Y., Kawai, H., Harima, Y.: Fuzzy measure analysis of public attitude towards the use of nuclear energy. Fuzzy Sets Syst. 120, 259–289 (1986)
Roubens, M.: Interaction between criteria and definition of weights in MCDA problems. In: Proceedings of the 44th meeting of the european working group multicriteria aid for decisions, Brussels, Belgium (1996)
Saad, I., Hammadi, S., Benrejeb, M., Borne, P.: Choquet integral for criteria aggregation in the flexible job-shop scheduling problems. Math. Comput. Simul. 76, 447–462 (2008)
Schnatter, S.F.: On statistical inference for fuzzy data with applications to descriptive statistics. Fuzzy Sets Syst. 50, 143–165 (1992)
Shieh, J.I., Wu, H.H., Liu, H.C.: Applying a complexity-based Choquet integral to evaluate students’ performance. Expert Syst. Appl. 36, 5100–5106 (2009)
Su, Z.X., Xia, G.P., Chen, M.Y., Wang, L.: Induced generalized intuitionistic fuzzy OWA operator for multi-attribute group decision making. Expert Syst. Appl. 39, 1902–1920 (2012)
Sugeno, M.: Theory of fuzzy integral and its application. Tokyo Institute of Technology, Doctorial Dissertation (1974)
Tan, C., Zhang, Q.: Fuzzy multiple attribute decision making based on interval-valued intuitionistic fuzzy sets. In: Proceeding of the 2006 IEEE international conference on system, man, and cybernetics, October, Taipei, pp. 1404–1407 (2006)
Tan, C.: A multi-criteria interval-valued intuitionistic fuzzy group decision making with Choquet integral-based TOPSIS. Expert Syst. Appl. 38, 3023–3033 (2011)
Tan, C.Q., Chen, X.H.: Intuitionistic fuzzy Choquet integral operator for multi-criteira decision making. Expert Syst. Appl. 37, 149–157 (2010a)
Tan, C.Q., Chen, X.H.: Induced Choquet ordered averaging operator and its application to group decision making. Int. J. Intell. Syst. 25, 59–82 (2010b)
Tseng, M.L., Chiang, J.H., Lan, L.W.: Selection of optimal supplier in supply chain management strategy with analytic network process and Choquet integral. Comput. Ind. Eng. 57, 330–340 (2009)
Tseng, M.L., Yang, Y.P.O., Lin, C.T., Chen, C.B.: Hierarchical MADM with fuzzy integral for evaluating enterprise intranet web sites. Inf. Sci. 169(3–4), 409–426 (2005)
Wakker, P.: Additive representations of preferences. Kluwer Academic Publishers (1999)
Wang, J.H., Hao, J.Y.: A new version of 2-tuple fuzzy linguistic representation model for computing with words. IEEE Trans. Fuzzy Syst. 14(3), 435–445 (2006)
Wang, T.C., Chang, T.H.: Application of TOPSIS in evaluating initial training aircraft under a fuzzy environment. Expert Syst. Appl. 33, 870–880 (2007)
Wang, Y.J., Lee, H.S.: Generalizing TOPSIS for fuzzy multiple-criteria group decision-making. Comput. Math. Appl 53, 1762–1772 (2007)
Wang, Z., Klir, G.: Fuzzy measure theory. Plenum press, New York (1992)
Wei, G.W.: Some geometric aggregation functions and their application to dynamic multiple attribute decision making in the intuitionistic fuzzy setting. International Journal of Uncertainty. Fuzziness Knowl.-Based Sys. 17(2), 179–196 (2009)
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)
Xu, Z.S.: Correlated linguistic information aggregation. Int. J. Uncertainty Fuzziness Knowl.-Based Syst. 17(5), 633–647 (2009)
Xu, Z.S.: Choquet integrals of weighted intuitionistic fuzzy information. Inf. Sci. 180, 726–736 (2010)
Xu, Z., Xia, M.: Induced generalized intuitionistic fuzzy operators. Knowl.-Based Syst. 24, 197–209 (2011)
Yager, R.R.: Induced aggregation operators. Fuzzy Sets Syst. 137, 59–69 (2003)
Yager, R.R.: OWA aggregation of intuitionistic fuzzy sets. Int. J. Gen. Syst. 38(6), 617–641 (2009)
Yang, W., Chen, Z.: The quasi-arithmetic intuitionistic fuzzy OWA operators. Knowl.-Based Syst. 27, 219–233 (2012)
Yeh, C.H., Deng, H.: A practical approach to fuzzy utilities comparison in fuzzy multicriteria analysis. Int. J. Approx. Reason. 35, 179–194 (2004)
Yeh, C.H., Deng, H., Chang, Y.H.: Fuzzy multicriteria analysis for performance evaluation of bus companies. Eur. J. Oper. Res. 126, 459–473 (2000)
Zadeh, L.A.: Fuzzy sets. Inf. Control. 8, 338–356 (1965)
Zimmermann, H.J.: Fuzzy Set Theory and Its Applications. Kluwer, Dordrecht (1991)
Acknowledgments
Authors are grateful to the editor and referees for their valuable suggestions and critical remarks for improving this paper.
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
Beg, I., Rashid, T. Multi-criteria trapezoidal valued intuitionistic fuzzy decision making with Choquet integral based TOPSIS. OPSEARCH 51, 98–129 (2014). https://doi.org/10.1007/s12597-013-0134-5
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s12597-013-0134-5