Multiple Attribute Decision-Making Methods with Unbalanced Linguistic Variables Based on Maclaurin Symmetric Mean Operators

In this paper, we firstly introduced the unbalanced linguistic term sets, the linguistic transforming methodology, the Maclaurin symmetric mean (MSM) operator and dual MSM (DMSM) operator. Then, we proposed the closed operational rules of unbalanced linguistic variables, and several new MSM aggregation operators, including unbalanced linguistic MSM (ULMSM) operator, weighted unbalanced linguistic MSM (WULMSM) operator, unbalanced linguistic DMSM (ULDMSM) operator and weighted unbalanced linguistic DMSM (WULDMSM) operator. Further, we proposed two multiple attribute decision-making (MADM) methods under unbalanced linguistic environments based on the WULMSM operator and WULDMSM operator, respectively. Finally, a numerical example is used to show the applicability and effectiveness of the proposed MADM methods and to reveal their advantages by comparing with the existing methods.

[1]  Gang Kou,et al.  A cosine maximization method for the priority vector derivation in AHP , 2014, Eur. J. Oper. Res..

[2]  Yucheng Dong,et al.  Multi-granular unbalanced linguistic distribution assessments with interval symbolic proportions , 2015, Knowl. Based Syst..

[3]  Peide Liu,et al.  Multiple attribute decision-making method based on some normal neutrosophic Bonferroni mean operators , 2015, Neural Computing and Applications.

[4]  Lotfi A. Zadeh,et al.  The Concepts of a Linguistic Variable and its Application to Approximate Reasoning , 1975 .

[5]  Yi Peng,et al.  Evaluation of Classification Algorithms Using MCDM and Rank Correlation , 2012, Int. J. Inf. Technol. Decis. Mak..

[6]  Xin Zhang,et al.  Some intuitionistic uncertain linguistic Heronian mean operators and their application to group decision making , 2014, Appl. Math. Comput..

[7]  Yi Peng,et al.  Evaluation of clustering algorithms for financial risk analysis using MCDM methods , 2014, Inf. Sci..

[8]  Peide Liu,et al.  Multi-Valued Neutrosophic Number Bonferroni Mean Operators with their Applications in Multiple Attribute Group Decision Making , 2016, Int. J. Inf. Technol. Decis. Mak..

[9]  Enrique Herrera-Viedma,et al.  Soft consensus measures in group decision making using unbalanced fuzzy linguistic information , 2017, Soft Comput..

[10]  Xiaoyue Liu,et al.  Some new intuitionistic linguistic aggregation operators based on Maclaurin symmetric mean and their applications to multiple attribute group decision making , 2016, Soft Comput..

[11]  Jindong Qin,et al.  Approaches to uncertain linguistic multiple attribute decision making based on dual Maclaurin symmetric mean , 2015, J. Intell. Fuzzy Syst..

[12]  Li Zheng,et al.  New unbalanced linguistic scale sets: The linguistic information representations and applications , 2017, Comput. Ind. Eng..

[13]  Francisco Herrera,et al.  An optimization-based approach to adjusting unbalanced linguistic preference relations to obtain a required consistency level , 2015, Inf. Sci..

[14]  Gang Kou,et al.  Enhancing data consistency in decision matrix: Adapting Hadamard model to mitigate judgment contradiction , 2014, Eur. J. Oper. Res..

[15]  Shyi-Ming Chen,et al.  Group Decision Making Based on Heronian Aggregation Operators of Intuitionistic Fuzzy Numbers , 2017, IEEE Transactions on Cybernetics.

[16]  Francisco Herrera,et al.  A model based on linguistic 2-tuples for dealing with multigranular hierarchical linguistic contexts in multi-expert decision-making , 2001, IEEE Trans. Syst. Man Cybern. Part B.

[17]  Zhiming Zhang,et al.  2-tuple Linguistic Bonferroni Mean Operators and Their Application to Multiple Attribute Group Decision Making , 2014 .

[18]  Yubao Chen,et al.  INTUITIONISTIC UNCERTAIN LINGUISTIC WEIGHTED BONFERRONI OWA OPERATOR AND ITS APPLICATION TO MULTIPLE ATTRIBUTE DECISION MAKING , 2014, Cybern. Syst..

[19]  Hamid Reza Karimi,et al.  New Delay-Dependent Exponential $H_{\infty}$ Synchronization for Uncertain Neural Networks With Mixed Time Delays , 2010, IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics).

[20]  Christian Esposito,et al.  Trust management for distributed heterogeneous systems by using linguistic term sets and hierarchies, aggregation operators and mechanism design , 2017, Future Gener. Comput. Syst..

[21]  Hamid Reza Karimi A computational method for optimal control problem of time-varying state-delayed systems by Haar wavelets , 2006, Int. J. Comput. Math..

[22]  Shyi-Ming Chen,et al.  Multiple attribute group decision making based on intuitionistic fuzzy interaction partitioned Bonferroni mean operators , 2017, Inf. Sci..

[23]  Dan Meng,et al.  On weighted unbalanced linguistic aggregation operators in group decision making , 2013, Inf. Sci..

[24]  Yucheng Dong,et al.  Consensus-Based Group Decision Making Under Multi-granular Unbalanced 2-Tuple Linguistic Preference Relations , 2015 .

[25]  Francisco Herrera,et al.  Computing with words in decision making: foundations, trends and prospects , 2009, Fuzzy Optim. Decis. Mak..

[26]  Christian Esposito,et al.  A collaborative clinical analysis service based on theory of evidence, fuzzy linguistic sets and prospect theory and its application to craniofacial disorders in infants , 2017, Future Gener. Comput. Syst..

[27]  Francisco Herrera,et al.  Linguistic modeling by hierarchical systems of linguistic rules , 2002, IEEE Trans. Fuzzy Syst..

[28]  Yi Peng,et al.  FAMCDM: A fusion approach of MCDM methods to rank multiclass classification algorithms , 2011 .

[29]  Enrique Herrera-Viedma,et al.  A Consensus Model for Group Decision Making Problems with Unbalanced Fuzzy Linguistic Information , 2009, Int. J. Inf. Technol. Decis. Mak..

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

[31]  Zeshui Xu,et al.  Uniformization of multigranular linguistic labels and their application to group decision making , 2010 .

[32]  Hamid Reza Karimi,et al.  Filtering design for two-dimensional Markovian jump systems with state-delays and deficient mode information , 2014, Inf. Sci..

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

[34]  Francisco Herrera,et al.  Connecting the linguistic hierarchy and the numerical scale for the 2-tuple linguistic model and its use to deal with hesitant unbalanced linguistic information , 2016, Inf. Sci..

[35]  Gui-Wu Wei,et al.  Some generalized aggregating operators with linguistic information and their application to multiple attribute group decision making , 2011, Comput. Ind. Eng..

[36]  Enrique Herrera-Viedma,et al.  Managing the consensus in group decision making in an unbalanced fuzzy linguistic context with incomplete information , 2010, Knowl. Based Syst..

[37]  Peide Liu,et al.  Some neutrosophic uncertain linguistic number Heronian mean operators and their application to multi-attribute group decision making , 2017, Neural Computing and Applications.

[38]  Francisco Herrera,et al.  A Fuzzy Linguistic Methodology to Deal With Unbalanced Linguistic Term Sets , 2008, IEEE Transactions on Fuzzy Systems.

[39]  Jianfeng Cai,et al.  The power average operator for unbalanced linguistic term sets , 2015, Inf. Fusion.

[40]  Peide Liu,et al.  Multiple attribute group decision making method based on interval-valued intuitionistic fuzzy power Heronian aggregation operators , 2017, Comput. Ind. Eng..

[41]  Yang Chen,et al.  Pairwise comparison matrix in multiple criteria decision making , 2016 .

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

[43]  Peng Wang,et al.  Some Improved Linguistic Intuitionistic Fuzzy Aggregation Operators and Their Applications to Multiple-Attribute Decision Making , 2017, Int. J. Inf. Technol. Decis. Mak..

[44]  Hamid Reza Karimi,et al.  Static output-feedback control under information structure constraints , 2013, Autom..

[45]  Hamid Reza Karimi,et al.  The Unbalanced Linguistic Aggregation Operator in Group Decision Making , 2012 .