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A consensus-based method for group decision making with incomplete uncertain linguistic preference relations

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Abstract

In practical group decision-making (GDM) problems, it is nature for experts to express their preference relations in uncertain linguistic pattern, due to the ambiguity of the external environments and the internal nature of human judgments. In this paper, a consensus process is introduced to deal with GDM problems with incomplete uncertain linguistic preference relations (ULPRs). Firstly, a consistency level for ULPRs is defined. Secondly, a linear goal programming model is furnished to estimate the missing uncertain linguistic preference values with respect to consistency property. Thirdly, an additively consistent ULPR is constructed. What’s more, one can obtain the collective ULPR by aggregating individual additively consistent ULPRs, where the order-inducing variable is consistency level (CL), based on the thought of more importance will be given to the larger CL. Furthermore, a consensus reaching process is presented to make experts’ opinions achieve to a predefined level. In the end, a new algorithm is proposed to solve the GDM problem with incomplete ULPR, which is further applied to the selection of best cooperator in a water conservancy project.

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References

  • Alonso S, Cabrerizo FJ, Chiclana F, Herrera F, Herrera-Viedma E (2009) Group decision making with incomplete fuzzy linguistic preference relations. Int J Intell Syst 24:201–222

    Article  MATH  Google Scholar 

  • Alonso S, Chiclana F, Herrera F, Herrera-Viedma E, Alcalá-Fdez J, Porcel C (2008) A consistency-based procedure to estimate missing pairwise preference values. Int J Intell Syst 23:155–175

    Article  MATH  Google Scholar 

  • Cabrerizo FJ, Moreno JM, Pérez IJ, Herrera-Viedma E (2010a) Analyzing consensus approaches in fuzzy group decision making: advantages and drawbacks. Soft Comput 14:451–463

    Article  Google Scholar 

  • Cabrerizo FJ, Pérez IJ, Herrera-Viedma E (2010b) Managing the consensus in group decision making in an unbalanced fuzzy linguistic context with incomplete information. Knowl-Based Syst 23:169–181

    Article  Google Scholar 

  • Chiclana F, Herrera F, Herrera-Viedma E (2001) Integrating multiplicative preference relations in a multipurpose decision-making model based on fuzzy preference relations. Fuzzy Sets Syst 122:277–291

    Article  MathSciNet  MATH  Google Scholar 

  • Cordón O, Herrera F, Zwir I (2002) Linguistic modeling by hierarchical systems of linguistic rules. IEEE Trans Fuzzy Syst 10:2–20

    Article  MATH  Google Scholar 

  • Delgado M, Verdegay JL, Vila MA (1993) On aggregation operations of linguistic labels. Int J Intell Syst 8:351–370

    Article  MATH  Google Scholar 

  • Dong YC, Hong WC, Xu YF (2013) Measuring consistency of linguistic preference relations: a 2-tuple linguistic approach. Soft Comput 17:2117–2130

    Article  Google Scholar 

  • Dong YC, Xu YF, Li HY (2008) On consistency measures of linguistic preference relations. Eur J Oper Res 189:430–444

    Article  MathSciNet  MATH  Google Scholar 

  • Herrera-Viedma E, Martinez L, Mata F, Chiclana F (2005) A consensus support system model for group decision-making problems with multigranular linguistic preference relations. IEEE Trans Fuzzy Syst 13:644–658

    Article  Google Scholar 

  • Herrera F, Herrera-Viedma E, Chiclana F (2001) Multiperson decision-making based on multiplicative preference relations. Eur J Oper Res 129:372–385

    Article  MathSciNet  MATH  Google Scholar 

  • Herrera F, Herrera-Viedma E, Verdegay JL (1995) A sequential selection process in group decision making with a linguistic assessment approach. Inf Sci 85:223–239

    Article  MATH  Google Scholar 

  • Herrera F, Martínez L (2000) A 2-tuple fuzzy linguistic representation model for computing with words. IEEE Trans Fuzzy Syst 8:746–752

    Article  Google Scholar 

  • Herrera F, Martínez L (2001) A model based on linguistic 2-tuples for dealing with multigranular hierarchical linguistic contexts in multi-expert decision-making. IEEE Trans Syst Man Cybern Part B (Cybern) 31:227–234

    Article  Google Scholar 

  • Kacprzyk J (1986) Group decision making with a fuzzy linguistic majority. Fuzzy Sets Syst 18:105–118

    Article  MathSciNet  MATH  Google Scholar 

  • Liu F, Zhang WG (2014) TOPSIS-based consensus model for group decision making with incomplete interval fuzzy preference relations. IEEE Trans Cybern 44:1283–1294

    Article  MathSciNet  Google Scholar 

  • Liu F, Zhang WG, Wang ZX (2012) A goal programming model for incomplete interval multiplicative preference relations and its application in group decision-making. Eur J Oper Res 218:747–754

    Article  MathSciNet  MATH  Google Scholar 

  • Maio CD, Fenza G, Loia V, Orciuoli F, Herrera-Viedma E (2016a) A context-aware fuzzy linguistic consensus model supporting innovation processes. In: IEEE international conference on fuzzy systems, pp 1685–1692

  • Maio CD, Fenza G, Loia V, Orciuoli F, Herrera-Viedma E (2016b) A framework for context-aware heterogeneous group decision making in business processes. Knowl-Based Syst 102:39–50

    Article  Google Scholar 

  • Mata F, Martínez L, Herrera-Viedma E (2009) An adaptive consensus support model for group decision-making problems in a multigranular fuzzy linguistic context. IEEE Trans Fuzzy Syst 17:279–290

    Article  Google Scholar 

  • Orlovsky S (1978) Decision-making with a fuzzy preference relation. Fuzzy Sets Syst 1:155–167

    Article  MathSciNet  MATH  Google Scholar 

  • Roubens M (1997) Fuzzy sets and decision analysis. Fuzzy Sets Syst 90:199–206

    Article  MathSciNet  MATH  Google Scholar 

  • Saaty TL (1980) The analytic hierarchy process. McGrew Hill, New York

    MATH  Google Scholar 

  • Torra V (1996) Negation functions based semantics for ordered linguistic labels. Int J Intell Syst 11:975–988

    Article  Google Scholar 

  • Wang TC, Chen YH (2010) Incomplete fuzzy linguistic preference relations under uncertain environments. Inf Fusion 11:201–207

    Article  Google Scholar 

  • Xu JP, Wu ZB (2011) A discrete consensus support model for multiple attribute group decision making. Knowl-Based Syst 24:1196–1202

    Article  Google Scholar 

  • Xu JP, Wu ZB, Zhang Y (2014a) A consensus based method for multi-criteria group decision making under uncertain linguistic setting. Group Decis Negot 23:127–148

    Article  Google Scholar 

  • Xu YJ, Cabrerizo FJ, Herrera-Viedma E (2017a) A consensus model for hesitant fuzzy preference relations and its application in water allocation management. Appl Soft Comput 58:265–284

    Article  Google Scholar 

  • Xu YJ, Chen L, Li KW, Wang HM (2015) A chi-square method for priority derivation in group decision making with incomplete reciprocal preference relations. Inf Sci 306:166–179

    Article  MATH  Google Scholar 

  • Xu YJ, Chen L, Rodríguez RM, Herrera F, Wang HM (2016) Deriving the priority weights from incomplete hesitant fuzzy preference relations in group decision making. Knowl-Based Syst 99:71–78

    Article  Google Scholar 

  • Xu YJ, Gupta JND, Wang HM (2014b) The ordinal consistency of an incomplete reciprocal preference relation. Fuzzy Sets Syst 246:62–77

    Article  MathSciNet  MATH  Google Scholar 

  • Xu YJ, Li KW, Wang HM (2014c) Consistency test and weight generation for additive interval fuzzy preference relations. Soft Comput 18:1499–1513

    Article  MATH  Google Scholar 

  • Xu YJ, Li KW, Wang HM (2014d) Incomplete interval fuzzy preference relations and their applications. Comput Ind Eng 67:93–103

    Article  Google Scholar 

  • Xu YJ, Ma F, Tao FF, Wang HM (2014e) Some methods to deal with unacceptable incomplete 2-tuple fuzzy linguistic preference relations in group decision making. Knowl-Based Syst 56:179–190

    Article  Google Scholar 

  • Xu YJ, Wei CP, Sun H (2017b) Distance-based nonlinear programming models to identify and adjust inconsistencies for linguistic preference relations. Soft Comput. https://doi.org/10.1007/s00500-017-2671-y

    MATH  Google Scholar 

  • Xu ZS (2005) An overview of methods for determining OWA weights. Int J Intell Syst 20:843–865

    Article  MATH  Google Scholar 

  • Xu ZS (2006a) A direct approach to group decision making with uncertain additive linguistic preference relations. Fuzzy Optim Decis Making 5:21–32

    Article  MathSciNet  MATH  Google Scholar 

  • Xu ZS (2006b) Incomplete linguistic preference relations and their fusion. Inf Fusion 7:331–337

    Article  Google Scholar 

  • Xu ZS (2006c) Induced uncertain linguistic OWA operators applied to group decision making. Inf Fusion 7:231–238

    Article  Google Scholar 

  • Zadeh LA (1975) The concept of a linguistic variable and its application to approximate reasoning–I. Inf Sci 8:199–249

    Article  MathSciNet  MATH  Google Scholar 

Download references

Acknowledgements

This work was partly supported by the National Natural Science Foundation of China (NSFC) (No. 71471056), the Key Project of National Natural Science Foundation of China (No. 71433003), sponsored by Qing Lan Project of Jiangsu Province.

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Correspondence to Yejun Xu.

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The authors declare that they have no conflict of interest.

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Communicated by V. Loia.

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Xu, Y., Zhang, Z. & Wang, H. A consensus-based method for group decision making with incomplete uncertain linguistic preference relations. Soft Comput 23, 669–682 (2019). https://doi.org/10.1007/s00500-017-2982-z

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