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Dual generalized Bonferroni mean operators based on 2-dimensional uncertain linguistic information and their applications in multi-attribute decision making

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Abstract

The dual generalized Bonferroni mean operator is a further extension of the generalized Bonferroni mean operator which can take the interrelationship of different numbers of attributes into account by changing the embedded parameter. The 2-dimensional uncertain linguistic variable (2DULV) adds a second dimensional uncertain linguistic variable (ULV) to express the reliability of the assessment information in first dimensional information, which is more rational and accurate than the ULV. In this paper, for combining the advantages of them, we propose the dual generalized weighted Bonferroni mean operator for 2DULVs (2DULDGWBM) and the dual generalized weighted Bonferroni geometric mean operator for 2DULVs (2DULDGWBGM). In addition, we explore several particular cases and some rational characters of them. Further, a new approach is introduced to handle multi-attribute decision making problems in the environment of 2DULVs by the proposed operators. Finally, we utilize several illustrative examples to testify the validity and superiority of this new method by comparing with several other methods.

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References

  • Abdel-Basset M, Zhou YQ, Mohamed M, Chang V (2018) A group decision making framework based on neutrosophic vikor approach for e-government website evaluation. J Intell Fuzzy Syst 34(6):4213–4224

    Google Scholar 

  • Beliakov G, James S, Ruckschlossova T, Yager RR (2010) Generalized Bonferroni mean operators in multi-criteria aggregation. Fuzzy Sets Syst 161(17):2227–2242

    MathSciNet  MATH  Google Scholar 

  • Bonferroni C (1950) Sulle medie multiple di potenze. Bolletino Matematica Italiana 5(3–4):267–270

    MathSciNet  MATH  Google Scholar 

  • Bouraoui A, Jamoussi S, BenAyed Y (2018) A multi-objective genetic algorithm for simultaneous model and feature selection for support vector machines. Artif Intell Rev 50(2):261–281

    Google Scholar 

  • Chen ZS, Chin KS, Li YL, Yang Y (2016a) Proportional hesitant fuzzy linguistic term set for multiple criteria group decision making. Inf Sci 357:61–87

    MathSciNet  MATH  Google Scholar 

  • Chen ZS, Chin KS, Li YL, Yang Y (2016b) On generalized extended Bonferroni means for decision making. IEEE Trans Fuzzy Syst 24(6):1525–1543

    Google Scholar 

  • Chen ZS, Chin KS, Tsui KL (2019a) Constructing the geometric Bonferroni mean from the generalized Bonferroni mean with several extensions to linguistic 2-tuples for decision-making. Appl Soft Comput 78:595–613

    Google Scholar 

  • Chen ZS, Li M, Kong WT, Chin KS (2019b) Evaluation and selection of hazmat transportation alternatives: a PHFLTS-and TOPSIS-integrated multi-perspective approach. Int J Environ Res Public Health 16(21):4116

    Google Scholar 

  • Chen ZS, Martínez L, Chang JP, Wang XJ, Xionge SH, Chin KS (2019c) Sustainable building material selection: a QFD-and ELECTRE III-embedded hybrid MCGDM approach with consensus building. Eng Appl Artif Intell 85:783–807

    Google Scholar 

  • Chen ZS, Yang Y, Wang XJ, Chin KS, Tsui KL (2019d) Fostering linguistic decision-making under uncertainty: a proportional interval type-2 hesitant fuzzy TOPSIS approach based on Hamacher aggregation operators and andness optimization models. Inf Sci 500:229–258

    Google Scholar 

  • Chen ZS, Zhang X, Rodríguez RM, Wang XJ, Chin KS (2019e) Heterogeneous interrelationships among attributes in multi-attribute decision-making: an empirical analysis. Int J Comput Intell Syst 12(2):984–997

    Google Scholar 

  • Chu YC, Liu PD (2015) Some two-dimensional uncertain linguistic Heronian mean operators and their application in multiple-attribute decision making. Neural Comput Appl 26(6):1461–1480

    Google Scholar 

  • Churchman CW, Ackoff RL, Arnoff EL (1957) Introduction to operations research. Wiley, New York

    MATH  Google Scholar 

  • Deng XM, Wei GW, Gao H (2018) Models for safety assessment of construction project with some 2-tuple linguistic Pythagorean fuzzy Bonferroni mean operators. IEEE Access 6:52105–52137

    Google Scholar 

  • Dong YC, Li CC, Xu YF, Gu X (2015) Consensus-based group decision making under multi-granular unbalanced 2-tuple linguistic preference relations. Group Decis Negot 24(2):217–242

    Google Scholar 

  • Garg H, Arora R (2019) Generalized intuitionistic fuzzy soft power aggregation operator based on t-norm and their application in multicriteria decision-making. Int J Intell Syst 34(2):215–246

    Google Scholar 

  • Jana C, Senapati T, Pal M, Yager RR (2019) Picture fuzzy Dombi aggregation operators: application to MADM process. Appl Soft Comput 74:99–109

    Google Scholar 

  • Li CC, Rodríguez RM, Martínez L, Dong YC, Herrera F (2018) Personalized individual semantics based on consistency in hesitant linguistic group decision making with comparative linguistic expressions. Knowl Based Syst 145:156–165

    Google Scholar 

  • Li C, Wang K, Xu N (2019) A survey for the applications of content-based microscopic image analysis in microorganism classification domains. Artif Intell Rev 51(4):577–646

    Google Scholar 

  • Liu PD, Wang YM (2016) The aggregation operators based on the 2-dimension uncertain linguistic information and their application to decision making. Int J Mach Learn Cybernet 7(6):1057–1074

    Google Scholar 

  • Liu PD, Yu XC (2014) 2-dimension uncertain linguistic power generalized weighted aggregation operator and its application for multiple attribute group decision making. Knowl Based Syst 57(1):69–80

    Google Scholar 

  • Liu PD, Zhang X (2012) An approach to group decision making based on 2-dimension uncertain linguistic assessment information. Technol Econ Dev Econ 18(3):424–437

    Google Scholar 

  • Liu PD, Chen SM, Tang GL (2019a) Multicriteria decision making with incomplete weights based on 2-D uncertain linguistic Choquet integral operators. IEEE Trans Cybernet. https://doi.org/10.1109/TCYB.2019.2913639

    Article  Google Scholar 

  • Liu PD, Li Y, Zhang MC (2019b) Some Maclaurin symmetric mean aggregation operators based on two-dimensional uncertain linguistic information and their application to decision making. Neural Comput Appl 31(8):4305–4318

    Google Scholar 

  • Nie RX, Wang J, Li L (2017) 2-tuple linguistic intuitionistic preference relation and its application in sustainable location planning voting system. J Intell Fuzzy Syst 33(2):885–899

    MATH  Google Scholar 

  • Nie RX, Tian ZP, Wang JQ, Hu JH (2019) Pythagorean fuzzy multiple criteria decision analysis based on Shapley fuzzy measures and partitioned normalized weighted Bonferroni mean operator. Int J Intell Syst 34(2):297–324

    Google Scholar 

  • Pang Q, Wang H, Xu ZS (2016) Probabilistic linguistic term sets in multi-attribute group decision making. Inf Sci 369:128–143

    Google Scholar 

  • Salabun W, Piegat A (2017) Comparative analysis of MCDM methods for the assessment of mortality in patients with acute coronary syndrome. Artif Intell Rev 48(4):557–571

    Google Scholar 

  • Tang XY, Wei GW, Gao H (2019) Models for multiple attribute decision making with interval-valued pythagorean fuzzy muirhead mean operators and their application to green suppliers selection. Informatica 30(1):153–186

    Google Scholar 

  • Tian ZP, Wang J, Zhang HY, Wang JQ (2018) Multi-criteria decision-making based on generalized prioritized aggregation operators under simplified neutrosophic uncertain linguistic environment. Int J Mach Learn Cybernet 9(3):523–539

    Google Scholar 

  • Wang JQ, Peng JJ, Zhang HY, Liu T, Chen XH (2015) An uncertain linguistic multi-criteria group decision-making method based on a cloud model. Group Decis Negot 24(1):171–192

    Google Scholar 

  • Wang JQ, Yang Y, Li L (2016) Multi-criteria decision-making method based on single valued neutrosophic linguistic Maclaurin symmetric mean operators. Neural Comput Appl. https://doi.org/10.1007/s00521-016-2747-0

    Article  Google Scholar 

  • Wang J, Tang XY, Wei GW (2018a) Models for multiple attribute decision-making with dual generalized single-valued neutrosophic Bonferroni mean operators. Algorithms 11:2. https://doi.org/10.3390/a11010002

    Article  Google Scholar 

  • Wang J, Wei GW, Wei Y (2018b) Models for green supplier selection with some 2-tuple linguistic neutrosophic number Bonferroni mean operators. Symmetry 10(5):131

    Google Scholar 

  • Wang J, Gao H, Wei GW (2019a) The generalized Dice similarity measures for Pythagorean fuzzy multiple attribute group decision making. Int J Intell Syst 34(6):1158–1183

    Google Scholar 

  • Wang LD, Wang YJ, Pedrycz W (2019b) Hesitant 2-tuple linguistic Bonferroni operators and their utilization in group decision making. Appl Soft Comput 77:653–664

    Google Scholar 

  • Wei GW (2019) Pythagorean fuzzy Hamacher power aggregation operators in multiple attribute decision making. Fundamenta Informaticae 166(1):57–85

    MathSciNet  MATH  Google Scholar 

  • Wei GW, Zhao XF, Lin R, Wang HJ (2013) Uncertain linguistic Bonferroni mean operators and their application to multiple attribute decision making. Appl Math Model 37(7):5277–5285

    MathSciNet  MATH  Google Scholar 

  • Wei CP, Rodríguez R, Martínez ML (2018) Uncertainty measures of extended hesitant fuzzy linguistic term sets. IEEE Trans Fuzzy Syst 26(3):1763–1768

    Google Scholar 

  • Wu XL, Liao HC (2019) A consensus-based probabilistic linguistic gained and lost dominance score method. Eur J Oper Res 272(3):1017–1027

    MathSciNet  MATH  Google Scholar 

  • Wu YN, Zhang JY, Yuan JP (2016) Study of decision framework of offshore wind power station site selection based on ELECTRE-III under intuitionistic fuzzy environment: a case of China. Energy Convers Manag 113:66–81

    Google Scholar 

  • Wu YN, Xu CB, Li LWY, Wang Y, Chen KF, Xu RH (2018) A risk assessment framework of PPP waste-to-energy incineration projects in China under 2-dimension linguistic environment. J Clean Prod 183:602–617

    Google Scholar 

  • Wu LP, Wang J, Gao H (2019) Models for competiveness evaluation of tourist destination with some interval-valued intuitionistic fuzzy Hamy mean operators. J Intell Fuzzy Syst 36(6):5693–5709

    Google Scholar 

  • Xia MM, Xu ZS, Zhu B (2012) Generalized intuitionistic fuzzy Bonferroni means. Int J Intell Syst 27(1):23–47

    Google Scholar 

  • Xia MM, Xu ZS, Zhu B (2013) Geometric Bonferroni means with their application in multi-criteria decision making. Knowl Based Syst 40:88–100

    Google Scholar 

  • Xu ZS (2006) Induced uncertain linguistic OWA operators applied to group decision making. Inf Fusion 7(2):231–238

    Google Scholar 

  • Xu ZS, Yager RR (2010) Intuitionistic fuzzy Bonferroni means. IEEE Trans Syst Man Cybernet Part B (Cybernetics) 41(2):568–578

    Google Scholar 

  • Yager RR (2001) The power average operator. IEEE Trans Syst Man Cybern Part A 31(6):724–731

    Google Scholar 

  • Yager RR (2004) Modeling prioritized multicriteria decision making. IEEE Trans Syst Man Cybern Part B 34:2396–2404

    Google Scholar 

  • Yager RR (2008) Prioritized aggregation operators. Int J Approx Reason 48:263–274

    MathSciNet  MATH  Google Scholar 

  • Yu XH, Xu ZS, Liu SS, Chen Q (2012) Multicriteria decision making with 2-dimension linguistic aggregation techniques. Int J Intell Syst 27(6):539–562

    Google Scholar 

  • Yu SM, Wang J, Wang JQ (2018) An extended TODIM approach with intuitionistic linguistic numbers. Int Trans Oper Res 25(3):781–805

    MathSciNet  MATH  Google Scholar 

  • Zadeh LA (1975a) The concept of a linguistic variable and its application to approximate reasoning—I. Inf Sci 8(3):199–249

    MathSciNet  MATH  Google Scholar 

  • Zadeh LA (1975b) The concept of a linguistic variable and its application to approximate reasoning—II. Inf Sci 8(4):301–357

    MathSciNet  MATH  Google Scholar 

  • Zadeh LA (1975c) The concept of a linguistic variable and its application to approximate reasoning—III. Inf Sci 9(1):43–80

    MathSciNet  MATH  Google Scholar 

  • Zhang RT, Wang J, Zhu XM, Xia MM, Yu M (2017) Some generalized Pythagorean fuzzy Bonferroni mean aggregation operators with their application to multiattribute group decision-making. Complexity 2017:1–16

    MATH  Google Scholar 

  • Zhu WD, Zhou GZ, Yang SL (2009) An approach to group decision making based on 2-dimension linguistic assessment information. Syst. Eng 27(2):113–118

    Google Scholar 

  • Zhu B, Xu ZS, Xia MM (2012) Hesitant fuzzy geometric Bonferroni means. Inf Sci 205:72–85

    MathSciNet  MATH  Google Scholar 

  • Zhu H, Zhao JB, Xu Y (2016) 2-dimension linguistic computational model with 2-tuples for multi-attribute group decision making. Knowl Based Syst 103:132–142

    Google Scholar 

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Funding

The Funding was provided by National Natural Science Foundation of China (Grant Nos. 71771140, 71471172) and Special Funds of Taishan Scholars Project of Shandong Province (Grant No. ts201511045).

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Correspondence to Peide Liu.

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Liu, P., Liu, W. Dual generalized Bonferroni mean operators based on 2-dimensional uncertain linguistic information and their applications in multi-attribute decision making. Artif Intell Rev 54, 491–517 (2021). https://doi.org/10.1007/s10462-020-09857-y

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