A Method of Multiple Attribute Group Decision Making Based on 2-Tuple Linguistic Dependent Maclaurin Symmetric Mean Operators

Aiming at multiple attribute group decision making (MAGDM) problems, especially the attribute values of 2-tuple linguistic numbers and the interrelationships between each attribute needing to be considered, this paper proposes a new method of analysis. Firstly, we developed a few new aggregation operators, like the 2-tuple linguistic dependent weighted Maclaurin symmetric mean (2TLDWMSM) operator, the 2-tuple linguistic dependent weighted generalized Maclaurin symmetric mean (2TLDWGMSM) operator, and the 2-tuple linguistic dependent weighted geometric Maclaurin symmetric mean (2TLDWGeoMSM) operator. In the above operators, Maclaurin symmetric mean (MSM) operators can take the relationships between each attribute into account and dependent operators can mitigate the unfair parameters’ impact on the overall outcome, in which those ‘‘incorrect’’ and ‘‘prejudiced’’ parameters are distributed with low weights. Next, a method used by the 2TLDWMSM, 2TLDWGMSM, and 2TLDWGeoMSM operators for MAGDM is introduced. Finally, there is an explanative example to confirm the proposed approach and explain its availability and usefulness.

[1]  José M. Merigó,et al.  Induced 2-tuple linguistic generalized aggregation operators and their application in decision-making , 2013, Inf. Sci..

[2]  Juan M. Corchado,et al.  Solving multi-criteria group decision making problems under environments with a high number of alternatives using fuzzy ontologies and multi-granular linguistic modelling methods , 2017, Knowl. Based Syst..

[3]  Alessandro Massi,et al.  Asymmetric organocatalysis: from infancy to adolescence. , 2008, Angewandte Chemie.

[4]  Yejun Xu,et al.  Approaches based on 2-tuple linguistic power aggregation operators for multiple attribute group decision making under linguistic environment , 2011, Appl. Soft Comput..

[5]  Guiwu Wei,et al.  Models for Multiple Attribute Decision Making with Some 2-Tuple Linguistic Pythagorean Fuzzy Hamy Mean Operators , 2018, Mathematics.

[6]  Peide Liu,et al.  SOME HERONIAN MEAN OPERATORS WITH 2-TUPLE LINGUISTIC INFORMATION AND THEIR APPLICATION TO MULTIPLE ATTRIBUTE GROUP DECISION MAKING , 2015 .

[7]  Guiwu Wei,et al.  Approaches to Multiple Attribute Decision Making with Interval-Valued 2-Tuple Linguistic Pythagorean Fuzzy Information , 2018, Mathematics.

[8]  Jing Wang,et al.  An extended TODIM approach with intuitionistic linguistic numbers , 2018, Int. Trans. Oper. Res..

[9]  Rahul Hans,et al.  QoS based Web Service Selection and Multi-Criteria Decision Making Methods , 2019, Int. J. Interact. Multim. Artif. Intell..

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

[11]  Francisco Herrera,et al.  Managing non-homogeneous information in group decision making , 2005, Eur. J. Oper. Res..

[12]  Peide Liu,et al.  Some generalized dependent aggregation operators with intuitionistic linguistic numbers and their application to group decision making , 2013, J. Comput. Syst. Sci..

[13]  Zeshui Xu A Note on Linguistic Hybrid Arithmetic Averaging Operator in Multiple Attribute Group Decision Making with Linguistic Information , 2006 .

[14]  Fajie Wei,et al.  Approaches to comprehensive evaluation with 2-tuple linguistic information , 2015, J. Intell. Fuzzy Syst..

[15]  Juan M. Corchado,et al.  Managing Multi-Criteria Group Decision Making Environments with High Number of Alternatives Using Fuzzy Ontologies , 2018, SoMeT.

[16]  Francisco Herrera,et al.  Linguistic decision analysis: steps for solving decision problems under linguistic information , 2000, Fuzzy Sets Syst..

[17]  Lorenzo Livi,et al.  Interval type-2 fuzzy sets to model linguistic label perception in online services satisfaction , 2015, Soft Comput..

[18]  Francisco Herrera,et al.  A 2-tuple fuzzy linguistic representation model for computing with words , 2000, IEEE Trans. Fuzzy Syst..

[19]  Guiwu Wei,et al.  Some dependent aggregation operators with 2-tuple linguistic information and their application to multiple attribute group decision making , 2012, Expert Syst. Appl..

[20]  Jianwei Gao,et al.  Reference-Dependent Aggregation in Multi-AttributeGroup Decision-Making , 2017, Symmetry.

[21]  Zeshui Xu,et al.  Dependent uncertain ordered weighted aggregation operators , 2008, Inf. Fusion.

[22]  Yilun Shang,et al.  Resilient Multiscale Coordination Control against Adversarial Nodes , 2018, Energies.

[23]  Xu Ze-shui Goal programming models for multiple attribute decision making under linguistic setting , 2006 .

[24]  Kun Yu,et al.  Some Interval Neutrosophic Linguistic Maclaurin Symmetric Mean Operators and Their Application in Multiple Attribute Decision Making , 2018, Symmetry.

[25]  Francisco Herrera,et al.  A Sequential Selection Process in Group Decision Making with a Linguistic Assessment Approach , 1995, Inf. Sci..

[26]  Yilun Shang,et al.  Hybrid consensus for averager-copier-voter networks with non-rational agents , 2018 .

[27]  Jindong Qin,et al.  An approach to intuitionistic fuzzy multiple attribute decision making based on Maclaurin symmetric mean operators , 2014, J. Intell. Fuzzy Syst..

[28]  Francisco Herrera,et al.  Direct approach processes in group decision making using linguistic OWA operators , 1996, Fuzzy Sets Syst..

[29]  Hong-yu Zhang,et al.  A likelihood-based TODIM approach based on multi-hesitant fuzzy linguistic information for evaluation in logistics outsourcing , 2016, Comput. Ind. Eng..

[30]  G. W. Wei,et al.  Some harmonic Aggregation Operators with 2-Tuple Linguistic Assessment Information and their Application to Multiple Attribute Group Decision Making , 2011, Int. J. Uncertain. Fuzziness Knowl. Based Syst..

[31]  Ronald R. Yager,et al.  On generalized Bonferroni mean operators for multi-criteria aggregation , 2009, Int. J. Approx. Reason..

[32]  Hong-yu Zhang,et al.  Multi-criteria Group Decision-Making Approach Based on 2-Tuple Linguistic Aggregation Operators with Multi-hesitant Fuzzy Linguistic Information , 2015, International Journal of Fuzzy Systems.

[33]  Witold Pedrycz,et al.  Hesitant Fuzzy Maclaurin Symmetric Mean Operators and Its Application to Multiple-Attribute Decision Making , 2015, Int. J. Fuzzy Syst..

[34]  Lin Li,et al.  Multi-criteria decision-making method based on single-valued neutrosophic linguistic Maclaurin symmetric mean operators , 2016, Neural Computing and Applications.

[35]  Yilun Shang,et al.  Finite-Time Weighted Average Consensus and Generalized Consensus Over a Subset , 2016, IEEE Access.

[36]  Zeshui Xu,et al.  A method based on linguistic aggregation operators for group decision making with linguistic preference relations , 2004, Inf. Sci..

[37]  Fan Zhi-ping Property analysis of the aggregation operators for two-tuple linguistic information , 2003 .