Abstract
An outranking method is developed within the environment of hesitant intuitionistic fuzzy linguistic term sets (HIFLTSs), where the membership degree and the non-membership degree of the element are subsets of linguistic term set. The directional Hausdorff distance, which uses HIFLTSs, is proposed, and the dominance relations are subsequently defined using this distance. Moreover, some interesting characteristics of the proposed directional Hausdorff distance are further discussed in detail. In this context, a collective decision matrix is obtained in the form of hesitant intuitionistic fuzzy linguistic elements and analyzes the collective data by using proposed ELECTRE-based outranking method. The linguistic scale functions are employed in this paper to conduct the transformation between qualitative information and quantitative data. Furthermore, based on the proposed method, we also investigate the ranking of the alternatives based on a new proposed definition of HIFLTS. The feasibility and applicability of the proposed method are illustrated with an example, and a comparative analysis is performed with other approaches to validate the effectiveness of the proposed methodology.
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References
Atanassov, K.T.: Intuitionistic fuzzy sets. Fuzzy Sets Syst. 20, 87–96 (1986)
Bao, G.Y., Lian, X.L., He, M., Wang, L.L.: Improved two-tuple linguistic representation model based on new linguistic evaluation scale. J. Control Decis. 25(5), 780–784 (2010)
Beg, I., Rashid, T.: TOPSIS for hesitant fuzzy linguistic term sets. Int. J. Intell. Syst. 28, 1162–1171 (2013)
Beg, I., Rashid, T.: Hesitant intuitionistic fuzzy linguistic term set. Notes Intuit. Fuzzy Sets 20(3), 53–64 (2014)
Bellman, R., Zadeh, L.A.: Decision making in a fuzzy environment. Manag. Sci. 17, 141–164 (1970)
Chen, N., Xu, Z.S., Xia, M.M.: Interval-valued hesitant preference relations and their applications to group decision making. Knowl. Based Syst. 37, 528–540 (2013)
Chen, N., Xu, Z.: Hesitant fuzzy ELECTRE II approach: a new way to handle multi-criteria decision making problems. Inf. Sci. 292, 175–197 (2015)
Devi, K., Yadav, S.P.: A multicriteria intuitionistic fuzzy group decision making for plant location selection with ELECTRE method. Int. J. Adv. Manuf. Technol. 66(9–12), 1219–1229 (2013)
Dong, Y., Li, C.C., Herrera, F.: Connecting the linguistic hierarchy and the numerical scale for the 2-tuple linguistic model and its uses to deal with hesitant unbalanced linguistic information. Inf. Sci. 367–368, 259–278 (2016)
Dong, Y., Zhang, H., Herrera-Viedma, E.: Consensus reaching model in the complex and dynamic MAGDM problem. Knowl. Based Syst. 106, 206–219 (2016)
Faizi, S., Rashid, T., Zafar, S.: An outranking method for multi-criteria group decision making using hesitant intuitionistic fuzzy linguistic term sets. J. Intell. Fuzzy Syst. (2017). doi:10.3233/JIFS-161976
Figueira, J., Mousseau, V., Roy, B.: ELECTRE methods. In: Fuguera, J., Greco, S., Ehrgott, M. (eds.) Multiple Criteria Decision Analysis: State of the Art Surveys, vol. 39, pp. 133–153. Springer, Boston (2005)
Figueira, J.R., Greco, S., Roy, B., Slowinski, R.: ELECTRE Methods: Main Features and Recent Developments. Handbook of Multicriteria Analysis, vol. 103, pp. 51–89. Springer, Berlin (2010)
Greco, S., Kadziński, M., Mousseau, V., Słowiński, R.: ELECTRE\(^{GKMS}\): robust ordinal regression for outranking methods. Eur. J. Oper. Res. 214(1), 118–135 (2011)
Herrera, F., Herrera-Viedma, E., Verdegay, J.L.: A model of consensus in group decision making under linguistic assessments. Fuzzy Sets Syst. 78(1), 73–87 (1996)
Herrera, F., Herrera-Viedma, E.: Linguistic decision analysis: steps for solving decision problems under linguistic information. Fuzzy Sets Syst. 115(1), 67–82 (2000)
Liao, H., Xu, Z., Zeng, X.J.: Distance and similarity measures for hesitant fuzzy linguistic term sets and their application in multi-criteria decision making. Inf. Sci. 271, 125–142 (2014)
Liao, H., Xu, Z., Zeng, X.J., Merigóc, J.M.: Qualitative decision making with correlation coefficients of hesitant fuzzy linguistic term sets. Knowl. Based Syst. 76, 127–138 (2015)
Liao, H., Xu, Z., Zeng, X.J.: Hesitant fuzzy linguistic VIKOR method and its application in qualitative multiple criteria decision making. IEEE Trans. Fuzzy Syst. 23(5), 1343–1355 (2015)
Liao, H., Xu, Z.: Approaches to manage hesitant fuzzy linguistic information based on the cosine distance and similarity measures for HFLTSs and their application in qualitative decision making. Expert Syst. Appl. 42, 5328–5336 (2015)
Liu, X.Y., Ju, Y.B., Yang, S.H.: Hesitant intuitionistic fuzzy linguistic aggregation operators and their applications to multiple attribute decision making. J. Intell. Fuzzy Syst. 27(3), 1187–1201 (2014)
Pedrycz, W.: Fuzzy sets in pattern recognition: methodology and methods. Pattern Recognit. 23, 121–146 (1990)
Peng, J.J., Wang, J.Q., Wu, X.H., Zhang, H.Y., Chen, X.H.: The fuzzy cross-entropy for intuitionistic hesitant fuzzy sets and its application in multi-criteria decision making. Int. J. Syst. Sci. 46(13), 2335–2350 (2015)
Peng, J.J., Wang, J.Q., Wang, J., Yang, L.J., Chen, X.H.: An extension of ELECTRE to multi-criteria decision making problems with multi-hesitant fuzzy sets. Inf. Sci. 307, 113–126 (2015)
Peng, J.J., Wang, J.Q., Wu, X.: An extension of the ELECTRE approach with multi-valued neutrosophic information. Neural Comput. Appl. (2016). doi:10.1007/s00521-016-2411-8
Peng, H.G., Wang, J.Q.: Hesitant uncertain linguistic Z-numbers and their application in multi-criteria group decision-making problems. Int. J. Fuzzy Syst. (2016). doi:10.1007/s40815-016-0257-y
Qian, G., Wang, H., Feng, X.: Generalized hesitant fuzzy sets and their application in decision support system. Knowl. Based Syst. 37, 357–365 (2013)
Rodríguez, R.M., Martínez, L., Herrera, F.: Hesitant fuzzy linguistic term sets. Found. Appl. Intell. Syst. 122, 287–295 (2011)
Rodríguez, R.M., Martínez, L., Herrera, F.: Hesitant fuzzy linguistic term sets for decision making. IEEE Trans. Fuzzy Syst. 20, 109–119 (2012)
Rogers, M., Bruen, M.: A new system for weighting environmental criteria for use within ELECTRE III. Eur. J. Oper. Res. 107(3), 552–563 (1998)
Roy, B.: The outranking approach and the foundations of ELECTRE methods. Theory Decis. 31, 49–73 (1991)
Torra, V.: Hesitant fuzzy sets. Int. J. Intell. Syst. 25, 529–539 (2010)
Vahdani, B., Jabbari, A., Roshanaei, V., Zandieh, M.: Extension of the ELECTRE method for decision making problems with interval weights and data. Int. J. Adv. Manuf. Technol. 50(5–8), 793–800 (2010)
Wang, J., Wang, J.Q., Zhang, H.Y., Chen, X.H.: Multi-criteria decision making based on hesitant fuzzy linguistic term sets: an outranking approach. Knowl. Based Syst. 86, 224–236 (2015)
Wang, J.Q., Wu, J.T., Wang, J., Zhang, H.Y., Chen, X.H.: Interval-valued hesitant fuzzy linguistic sets and their applications in multi-criteria decision making problems. Inf. Sci. 288, 55–72 (2014)
Wang, J.Q., Wang, D.D., Zhang, H.Y., Chen, X.H.: Multi-criteria outranking approach with hesitant fuzzy sets. OR Spectr. 36, 1001–1019 (2014)
Wang, J.Q., Kuang, J.J., Wang, J., Zhang, H.Y.: An extended outranking approach to rough stochastic multi-criteria decision making problems. Cognit. Comput. (2016). doi:10.1007/s12559-016-9417-5
Wang, J., Wang, J.Q., Zhang, H.Y.: A likelihood-based TODIM approach based on multi-hesitant fuzzy linguistic information for evaluation in logistics outsourcing. Comput. Ind. Eng. 99, 287–299 (2016)
Wei, G., Alsaadi, F.E., Hayat, T., Alsaedi, A.: Hesitant fuzzy linguistic arithmetic aggregation operators in multiple attribute decision making. Iran. J. Fuzzy Syst. 13(4), 1–16 (2016)
Wei, C.P., Zhao, N., Tang, X.J.: Operators and comparisons of hesitant fuzzy linguistic term sets. IEEE Trans. Fuzzy Syst. 22(3), 575–585 (2014)
Xia, M., Xu, Z.: Hesitant fuzzy information aggregation in decision making. Int. J. Approx. Reason. 52(3), 395–407 (2011)
Xu, Z.S.: A method based on linguistic aggregation operators for group decision making with linguistic preference relations. Inf. Sci. 166, 19–30 (2004)
Xu, Z.S.: Group decision making based on multiple types of linguistic preference relations. Inf. Sci. 178, 452–467 (2008)
Xu, Z.S.: An error-analysis-based method for the priority of an intuitionistic preference relation in decision making. Knowl. Based Syst. 33, 173–179 (2012)
Yager, R.R.: Multiple objective decision making using fuzzy sets. Int. J. Man Mach. Stud. 9, 375–382 (1997)
Yu, W.: ELECTRE TRI: Aspects méthodologiques et manuel d’utilisation, Document du LAMSADE 74. Université Paris-Dauphine, Paris (1992)
Yu, X.H., Xu, Z.S.: Prioritized intuitionistic fuzzy aggregation operators. Inf. Fusion 14, 108–116 (2013)
Zadeh, L.A.: Fuzzy sets. Inf. Control 8, 338–353 (1965)
Zadeh, L.A.: Fuzzy logic and approximate reasoning. Synthese 30, 407–428 (1975)
Zhou, W.: An Accurate method for determining hesitant fuzzy aggregation operator weights and its application to project investment. Int. J. Intell. Syst. 29(7), 668–686 (2014)
Zhou, W., Xu, Z., Chen, M.: Preference relations based on hesitant-intuitionistic fuzzy information and their application in group decision making. Comput. Ind. Eng. 87, 163–175 (2015)
Zhou, H., Wang, J., Li, X., Wang, J.Q.: Intuitionistic hesitant linguistic sets and their application in multi-criteria decision making problems. Int. J. Oper. Res. 16, 131–160 (2016)
Zhou, W., Xu, Z.: Optimal discrete fitting aggregation approach with hesitant fuzzy information. Knowl. Based Syst. 78, 22–33 (2015)
Zhou, W., Xu, Z.: Generalized asymmetric linguistic term set and its application to qualitative decision making involving risk appetites. Eur. J. Oper. Res. 254(2), 610–621 (2016)
Zhou, H., Wang, J., Zhang, H.: Stochastic multi-criteria decision making approach based on SMAA-ELECTRE with extended grey numbers. Int. Trans. Oper. Res. (2016). doi:10.1111/itor.12380
Zhou, H., Wang, J.Q., Zhang, H.-Y.: Multi-criteria decision making approaches based on distance measures for linguistic hesitant fuzzy sets. J. Oper. Res. Soc. (2016). doi:10.1057/jors.2016.41
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The authors would like to thank the editors and the anonymous reviewers, whose insightful comments and constructive suggestions helped us to significantly improve the quality of this paper.
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Rashid, T., Faizi, S., Xu, Z. et al. ELECTRE-Based Outranking Method for Multi-criteria Decision Making Using Hesitant Intuitionistic Fuzzy Linguistic Term Sets. Int. J. Fuzzy Syst. 20, 78–92 (2018). https://doi.org/10.1007/s40815-017-0297-y
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DOI: https://doi.org/10.1007/s40815-017-0297-y