A new approach for group decision making method with hesitant fuzzy preference relations

Abstract This paper focuses on group decision making with hesitant fuzzy preference relations (HFPRs). To derive the consistent ranking order, a new multiplicative consistency concept for HFPRs is introduced that considers all information offered by the decision makers. The main feature is that this concept neither adds values to hesitant fuzzy elements nor disregards any information provided by the decision makers. To judge the multiplicative consistency of HFPRs, 0–1 mixed programming models are constructed. According to the assumption that there is an independent uniform distribution on values in hesitant fuzzy elements, the hesitant fuzzy priority weight vector is derived from multiplicative consistent reciprocal preference relations and their probabilities. Meanwhile, several consistency based 0–1 mixed models to estimate missing values in incomplete HFPRs are constructed that can address the situation where ignored objects exist. Considering the consensus in group decision making, a distance measure based consensus index is defined, and a method for improving the group consensus is provided to address the situation where the consensus requirement is unsatisfied. Then, a distance measure between any two HFPRs is introduced that is used to define the weights of the decision makers. Furthermore, a multiplicative consistency and consensus based interactive algorithm for group decision making with HFPRs is developed. Finally, a multi-criteria group decision making problem with HFPRs is offered to show the concrete application of the procedure, and comparison analysis is also made.

[1]  W. Pedrycz,et al.  A fuzzy extension of Saaty's priority theory , 1983 .

[2]  Zeshui Xu,et al.  An approach based on the uncertain LOWG and induced uncertain LOWG operators to group decision making with uncertain multiplicative linguistic preference relations , 2006, Decis. Support Syst..

[3]  Zhiming Zhang,et al.  On the use of multiplicative consistency in hesitant fuzzy linguistic preference relations , 2014, Knowl. Based Syst..

[4]  Zeshui Xu,et al.  Analytic hierarchy process-hesitant group decision making , 2014, Eur. J. Oper. Res..

[5]  Guiwu Wei,et al.  Hesitant fuzzy prioritized operators and their application to multiple attribute decision making , 2012, Knowl. Based Syst..

[6]  Fanyong Meng,et al.  An approach to incomplete multiplicative preference relations and its application in group decision making , 2015, Inf. Sci..

[7]  Lotfi A. Zadeh,et al.  Fuzzy Sets , 1996, Inf. Control..

[8]  Fanyong Meng,et al.  Decision making with intuitionistic linguistic preference relations , 2019, Int. Trans. Oper. Res..

[9]  Zhibin Wu,et al.  A consistency and consensus based decision support model for group decision making with multiplicative preference relations , 2012, Decis. Support Syst..

[10]  Zhiming Zhang,et al.  Deriving the priority weights from hesitant multiplicative preference relations in group decision making , 2014, Appl. Soft Comput..

[11]  Zhibin Wu,et al.  Managing consistency and consensus in group decision making with hesitant fuzzy linguistic preference relations , 2016 .

[12]  Francisco Herrera,et al.  A model of consensus in group decision making under linguistic assessments , 1996, Fuzzy Sets Syst..

[13]  Zhiming Zhang,et al.  A decision support model for group decision making with hesitant multiplicative preference relations , 2014, Inf. Sci..

[14]  Zeshui Xu,et al.  Hesitant fuzzy information aggregation in decision making , 2011, Int. J. Approx. Reason..

[15]  Zeshui Xu,et al.  Some consistency measures of extended hesitant fuzzy linguistic preference relations , 2015, Inf. Sci..

[16]  Qingxian An,et al.  Allocation of carbon dioxide emission permits with the minimum cost for Chinese provinces in big data environment , 2017 .

[17]  Zeki Ayağ,et al.  Evaluating machine tool alternatives through modified TOPSIS and alpha-cut based fuzzy ANP , 2012 .

[18]  Fanyong Meng,et al.  A consistency and consensus-based method to group decision making with interval linguistic preference relations , 2016, J. Oper. Res. Soc..

[19]  Chen Wang,et al.  Correlation Coefficients of Interval‐Valued Hesitant Fuzzy Sets and Their Application Based on the Shapley Function , 2016, Int. J. Intell. Syst..

[20]  A. I. Ölçer,et al.  A new fuzzy multiple attributive group decision making methodology and its application to propulsion/manoeuvring system selection problem , 2005, Eur. J. Oper. Res..

[21]  Shyi-Ming Chen,et al.  Group decision making using incomplete fuzzy preference relations based on the additive consistency and the order consistency , 2014, Inf. Sci..

[22]  Francisco Herrera,et al.  A consistency‐based procedure to estimate missing pairwise preference values , 2008, Int. J. Intell. Syst..

[23]  Fanyong Meng,et al.  A new method for group decision making with incomplete fuzzy preference relations , 2015, Knowl. Based Syst..

[24]  Janusz Kacprzyk,et al.  Using intuitionistic fuzzy sets in group decision making , 2002 .

[25]  Francisco Herrera,et al.  A Note on the Estimation of Missing Pairwise Preference Values: a Uninorm Consistency Based Method , 2008, Int. J. Uncertain. Fuzziness Knowl. Based Syst..

[26]  Radko Mesiar,et al.  Hesitant L ‐Fuzzy Sets , 2017, Int. J. Intell. Syst..

[27]  Wen-Chin Chen,et al.  A fuzzy AHP and BSC approach for evaluating performance of IT department in the manufacturing industry in Taiwan , 2008, Expert Syst. Appl..

[28]  Zeshui Xu,et al.  Consistency Measures for Hesitant Fuzzy Linguistic Preference Relations , 2014, IEEE Transactions on Fuzzy Systems.

[29]  Francisco Herrera,et al.  A web based consensus support system for group decision making problems and incomplete preferences , 2010, Inf. Sci..

[30]  Joaquín Izquierdo,et al.  An approach to AHP decision in a dynamic context , 2012, Decis. Support Syst..

[31]  Luis Martínez-López,et al.  Integration of a Consistency Control Module within a Consensus Model , 2008, Int. J. Uncertain. Fuzziness Knowl. Based Syst..

[32]  Shilpi Pal,et al.  An EPQ model of ramp type demand with Weibull deterioration under inflation and finite horizon in crisp and fuzzy environment , 2014 .

[33]  Chao Wang,et al.  A decision support model for group decision making with hesitant fuzzy preference relations , 2015, Knowl. Based Syst..

[34]  F. Herrera,et al.  Group decision making with incomplete fuzzy linguistic preference relations , 2009 .

[35]  T. Saaty,et al.  The Analytic Hierarchy Process , 1985 .

[36]  Zeshui Xu,et al.  Interval-valued hesitant preference relations and their applications to group decision making , 2013, Knowl. Based Syst..

[37]  Z. S. Xu,et al.  Goal programming models for obtaining the priority vector of incomplete fuzzy preference relation , 2004, Int. J. Approx. Reason..

[38]  Zhiming Zhang,et al.  Deriving the priority weights from incomplete hesitant fuzzy preference relations based on multiplicative consistency , 2016, Appl. Soft Comput..

[39]  Luis G. Vargas,et al.  Uncertainty and rank order in the analytic hierarchy process , 1987 .

[40]  Francisco Herrera,et al.  Group Decision-Making Model With Incomplete Fuzzy Preference Relations Based on Additive Consistency , 2007, IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics).

[41]  Zeshui Xu,et al.  A survey of preference relations , 2007, Int. J. Gen. Syst..

[42]  Yejun Xu,et al.  Deriving the priority weights from incomplete hesitant fuzzy preference relations in group decision making , 2016, Knowl. Based Syst..

[43]  Yin-Feng Xu,et al.  The OWA-based consensus operator under linguistic representation models using position indexes , 2010, Eur. J. Oper. Res..

[44]  Enrique Herrera-Viedma,et al.  Consensus reaching model in the complex and dynamic MAGDM problem , 2016, Knowl. Based Syst..

[45]  Zeshui Xu,et al.  Regression methods for hesitant fuzzy preference relations , 2014 .

[46]  M. P. Biswal,et al.  Preference programming and inconsistent interval judgments , 1997 .

[47]  Jeng-Ming Yih,et al.  An evaluation of airline service quality using the fuzzy weighted SERVQUAL method , 2011, Appl. Soft Comput..

[48]  F. Herrera,et al.  A consistency-based procedure to estimate missing pairwise preference values , 2008 .

[49]  Krassimir T. Atanassov,et al.  Intuitionistic fuzzy sets , 1986 .

[50]  S. Orlovsky Decision-making with a fuzzy preference relation , 1978 .

[51]  Yin-Feng Xu,et al.  Consensus models for AHP group decision making under row geometric mean prioritization method , 2010, Decis. Support Syst..

[52]  Enrique Herrera-Viedma,et al.  Integrating experts' weights generated dynamically into the consensus reaching process and its applications in managing non-cooperative behaviors , 2016, Decis. Support Syst..

[53]  Chao Wang,et al.  Multi-criteria group decision making with incomplete hesitant fuzzy preference relations , 2015, Appl. Soft Comput..

[54]  Fanyong Meng,et al.  Consistency-based linear programming models for generating the priority vector from interval fuzzy preference relations , 2016, Appl. Soft Comput..

[55]  T. Tanino Fuzzy preference orderings in group decision making , 1984 .

[56]  Francisco Herrera,et al.  A Consensus Model for Group Decision Making With Incomplete Fuzzy Preference Relations , 2007, IEEE Transactions on Fuzzy Systems.

[57]  Xu Ze A Practical Method for Priority of Interval Number Complementary Judgement Matrix , 2001 .

[58]  Jie Wu,et al.  Target intermediate products setting in a two-stage system with fairness concern , 2017 .

[59]  Francisco Herrera,et al.  Group decision making with incomplete fuzzy linguistic preference relations , 2009, Int. J. Intell. Syst..

[60]  V. Torra,et al.  A framework for linguistic logic programming , 2010 .

[61]  José María Moreno-Jiménez,et al.  Some extensions of the precise consistency consensus matrix , 2015, Decis. Support Syst..

[62]  Zeshui Xu,et al.  Deriving a Ranking From Hesitant Fuzzy Preference Relations Under Group Decision Making , 2014, IEEE Transactions on Cybernetics.

[63]  Humberto Bustince,et al.  Applications of finite interval-valued hesitant fuzzy preference relations in group decision making , 2016, Inf. Sci..

[64]  J. Buckley,et al.  Fuzzy hierarchical analysis , 1999, FUZZ-IEEE'99. 1999 IEEE International Fuzzy Systems. Conference Proceedings (Cat. No.99CH36315).

[65]  Zhou Zhen,et al.  A Method for Priorities of Triangular Fuzzy Number Complementary Judgment Matrices , 2005 .

[66]  Fanyong Meng,et al.  Correlation Coefficients of Hesitant Fuzzy Sets and Their Application Based on Fuzzy Measures , 2015, Cognitive Computation.

[67]  Enrique Herrera-Viedma,et al.  Consistency-Driven Automatic Methodology to Set Interval Numerical Scales of 2-Tuple Linguistic Term Sets and Its Use in the Linguistic GDM With Preference Relation , 2015, IEEE Transactions on Cybernetics.

[68]  Shu-Ping Wan,et al.  A novel method for group decision making with interval-valued Atanassov intuitionistic fuzzy preference relations , 2016, Inf. Sci..