Abstract
This article is an advanced approach to linguistic intuitionistic fuzzy variable through application of cubic set theory. For instance, we establish the idea of the linguistic intuitionistic cubic fuzzy variable (LICFV) theory and define several operations for LICFV; also establish a series of weighted aggregation operators under linguistic intuitionistic cubic fuzzy information, so called linguistic intuitionistic cubic fuzzy weighted averaging (LICFWA) operator, linguistic intuitionistic cubic fuzzy order weighted averaging (LICFOWA) operator, linguistic intuitionistic cubic fuzzy weighted geometric (LICFWG) operator, linguistic intuitionistic cubic fuzzy order weighted geometric (LICFOWG) operator, linguistic intuitionistic cubic fuzzy hybrid averaging (LICFHA) operator, and linguistic intuitionistic cubic fuzzy hybrid geometric (LICFHG) operator; and further study their fundamental properties and showed the relationship among these aggregation operators. In order to demonstrate the feasibility and practicality of the mentioned new technique, we develop multi-criteria decision-making algorithm under linguistic intuitionistic cubic fuzzy environment. Further, the proposed method applied to mobile phone selection, consider numerical application of mobile phone. Comparing the proposed techniques with other pre-existing aggregation operators, we concluded that the proposed technique is better, reliable, and effective.
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References
Amin F, Fahmi A, Abdullah S, Ali A, Ahmad R, Ghani F (2018) Triangular cubic linguistic hesitant fuzzy aggregation operators and their application in group decision making. J Intell Fuzzy Syst 34(4):2401–2416
Atanasav KT (1986) Intuitionistic fuzzy sets. Fuzzy Sets Syst 20(1):87–96
Beliakov G, Bustince H, Goswami DP, Mukherjee UK, Pal NR (2011) On averaging operators for Atanassov’s intuitionistic fuzzy sets. Inform Sci 181(6):1116–1124
Chen SM, Tan JM (1994) Handling multi-criteria fuzzy decision-making problems based on vague set theory. Fuzzy sets Syst 67(2):163–172
Chen Z, Liu P, Pei Z (2015) An approach to multiple attribute group decision making based on linguistic intuitionistic fuzzy numbers. Int J Comput Intell Syst 8(4):747–760
Chen SM, Cheng SH, Lan TC (2016) A novel similarity measure between intuitionistic fuzzy sets based on the centroid points of transformed fuzzy numbers with applications to pattern recognition. Inform Sci 343:15–40
Fahmi A, Abdullah S, Amin F, Siddiqui N, Ali A (2017) Aggregation operators on triangular cubic fuzzy numbers and its application to multi-criteria decision making problems. J Intell Fuzzy Syst 33(6):3323–3337
Fahmi A, Amin F, Abdullah S, Ali A (2018a) Cubic fuzzy Einstein aggregation operators and its application to decision-making. Int J Syst Sci 49(11):2385–2397
Fahmi A, Abdullah S, Fazli AMİN (2018b) Expected values of aggregation operators on cubic trapezoidal fuzzy number and its application to multi-criteria decision making problems. J New Theory 22:51–65
Fahmi A, Abdullah S, Amin F, Ali A, Khan WA (2018c) Some geometric operators with triangular cubic linguistic hesitant fuzzy number and their application in group decision-making. J Intell Fuzzy Syst 35(2):2485–2499
Fahmi A, Abdullah S, Amin F, Ali AJPUJM (2018d) Weighted average rating (war) method for solving group decision making problem using triangular cubic fuzzy hybrid aggregation (tcfha). Punjab Univ J Math 50(1):23–34
Fahmi A, Abdullah S, Amin F, Khan MSA (2019a) Trapezoidal cubic fuzzy number Einstein hybrid weighted averaging operators and its application to decision making. Soft Comput 23(14):5753–5783
Fahmi A, Amin F, Abdullah S, Aslam M, Ul Amin N (2019b) Cubic Fuzzy multi-attribute group decision-making with an application to plant location selected based on a new extended Vikor method. J Intell Fuzzy Syst 37(1):583–596
Garg H (2016) Generalized intuitionistic fuzzy interactive geometric interaction operators using Einstein t-norm and t-conorm and their application to decision making. Comput Ind Eng 101:53–69
Garg H (2017) Novel intuitionistic fuzzy decision making method based on an improved operation laws and its application. Eng Appl Artif Intell 60:164–174
Garg H, Kumar K (2019) Linguistic interval-valued Atanassov intuitionistic fuzzy sets and their applications to group decision-making problems. IEEE Trans Fuzzy Syst 27:2302–2311
Garg H, Rani D (2019) Some generalized complex intuitionistic fuzzy aggregation operators and their application to multicriteria decision-making process. Arab J Sci Eng 44(3):2679–2698
Hassaballah M, Ghareeb A (2017) A framework for objective image quality measures based on intuitionistic fuzzy sets. Appl Soft Comput 57:48–59
Herrera F, Herrera-Viedma E (1996) A model of consensus in group decision making under linguistic assessments. Fuzzy Sets Syst 78(1):73–87
Herrera F, Herrera-Viedma E (2000) Linguistic decision analysis: steps for solving decision problems under linguistic information. Fuzzy Sets Syst 115(1):67–82
Herrera F, Herrera-Viedma E, Verdegay JL (1996) Direct approach processes in group decision making using linguistic OWA operators. Fuzzy Sets Syst 79(2):175–190
Herrera F, Herrera-Viedma E, Verdegay JL (1997a) Linguistic measures based on fuzzy coincidence for reaching consensus in group decision making. Int J Approx Reason 16(3–4):309–334
Herrera F, Herrera-Viedma E, Verdegay JL (1997b) A rational consensus model in group decision making using linguistic assessments. Fuzzy Sets Syst 88(1):31–49
Hong DH, Choi CH (2000) Multicriteria fuzzy decision-making problems based on vague set theory. Fuzzy Sets Syst 114(1):103–113
Jun YB, Kim CS, Yang Ki O (2011) Annals of fuzzy mathematics and informatics. Cubic Sets 4:83–98
Jun Y, Song SZ, Kim S (2018) Cubic interval-valued intuitionistic fuzzy sets and their application in BCK/BCI-algebras. Axioms 7(1):7
Kaur G (2019) Generalized cubic intuitionistic fuzzy aggregation operators using t-norm operations and their applications to group decision-making process. Arab J Sci Eng 44(3):2775–2794
Kaur G, Garg H (2018a) Cubic intuitionistic fuzzy aggregation operators. Int J Uncertain Quantif 8(5):405–427
Kaur G, Garg H (2018b) Multi-attribute decision-making based on Bonferroni mean operators under cubic intuitionistic fuzzy set environment. Entropy 20(1):65
Khan AA, Ashraf S, Abdullah S, Qiyas M, Luo J, Khan SU (2019) Pythagorean fuzzy Dombi aggregation operators and their application in decision support system. Symmetry 11(3):383
Kim SH, Ahn BS (1999) Interactive group decision making procedure under incomplete information. Eur J Oper Res 116(3):498–507
Kou G, Ergu D, Lin C, Chen Y (2016) Pairwise comparison matrix in multiple criteria decision making. Technol Econ Dev Econ 22(5):738–765
Li DF (2010a) Multiattribute decision making method based on generalized OWA operators with intuitionistic fuzzy sets. Expert Syst Appl 37(12):8673–8678
Li DF (2010b) TOPSIS-based nonlinear-programming methodology for multiattribute decision making with interval-valued intuitionistic fuzzy sets. IEEE Trans Fuzzy Syst 18(2):299–311
Li DF (2011) The GOWA operator based approach to multiattribute decision making using intuitionistic fuzzy sets. Math Comput Modell 53(5–6):1182–1196
Li DF (2014) Decision and game theory in management with intuitionistic fuzzy sets. Springer, Berlin, pp 1–441
Li DF, Wang LL, Chen GH (2010) Group decision making methodology based on the Atanassov’s intuitionistic fuzzy set generalized OWA operator. Int J Uncertain Fuzziness Knowl-Based Syst 18(06):801–817
Liang C, Zhao S, Zhang J (2017) Multi-criteria group decision making method based on generalized intuitionistic trapezoidal fuzzy prioritized aggregation operators. Int J Mach Learn Cybern 8(2):597–610
Lindahl JMM, Ramon MC (2010) The generalized hybrid averaging operator and its application in decision making. Revista de Mé todos Cuantitativos para la Economía y la Empresa 9:69–84
Liu P, Liu X (2017) Multiattribute group decision making methods based on linguistic intuitionistic fuzzy power Bonferroni mean operators. Complexity. https://doi.org/10.1155/2017/3571459
Liu P, Wang P (2017) Some improved linguistic intuitionistic fuzzy aggregation operators and their applications to multiple-attribute decision making. Int J Inform Technol Decis Mak 16(03):817–850
Mehmood F, Mahmood T, Khan Q (2016) Cubic hesitant fuzzy sets and their applications to multi criteria decision making. Int J Algebra Stat 5(1):19–51
Merigo JM, Casanovas M (2010) The fuzzy generalized OWA operator and its application in strategic decision making. Cybern Syst 41(5):359–370
Nayagam VLG, Muralikrishnan S, Sivaraman G (2011) Multi-criteria decision-making method based on interval-valued intuitionistic fuzzy sets. Expert Syst Appl 38(3):1464–1467
Park JH, Gwak MG, Kwun YC (2011) Uncertain linguistic harmonic mean operators and their applications to multiple attribute group decision making. Computing 93(1):47
Phong PH, Cuong BC (2015) Max-min composition of linguistic intuitionistic fuzzy relations and application in medical diagnosis. VNU J Sci 30(4):601–968
Qiyas M, Abdullah S, Ashraf S, Abdullah L (2019) Linguistic picture fuzzy dombi Aagregation operators and their application in multiple attribute group decision making problem. Mathematics 7(8):764
Rani D, Garg H (2018) Complex intuitionistic fuzzy power aggregation operators and their applications in multicriteria decision-making. Expert Syst 35(6):e12325
Riaz M, Tehrim ST (2019) Cubic bipolar fuzzy ordered weighted geometric aggregation operators and their application using internal and external cubic bipolar fuzzy data. Comput Appl Math 38(2):87
Shakeel M (2018) Cubic averaging aggregation operators with multiple attributes group decision making problem. J Biostat Biometr Appl 3(1):11–19
Shuqi W, Dengfeng L, Zhiqian W (2009) Generalized ordered weighted averaging operators based methods for MADM in intuitionistic fuzzy set setting. J Syst Eng Electron 20(6):1247–1254
Szmidt E, Kacprzyk J (2000) Distances between intuitionistic fuzzy sets. Fuzzy Sets Syst 114(3):505–518
Wei GW (2009) Uncertain linguistic hybrid geometric mean operator and its application to group decision making under uncertain linguistic environment. Int J Uncertain Fuzziness Knowl-Based Syst 17(02):251–267
Wei GW (2010) GRA method for multiple attribute decision making with incomplete weight information in intuitionistic fuzzy setting. Knowl-Based Syst 23(3):243–247
Wei G, Zhao X, Lin R, Wang H (2013) Uncertain linguistic Bonferroni mean operators and their application to multiple attribute decision making. Appl Math Modell 37(7):5277–5285
Xia M, Xu Z (2013) Managing hesitant information in GDM problems under fuzzy and multiplicative preference relations. Int J Uncertain Fuzziness Knowl-Based Syst 21(06):865–897
Xu Z (2004a) Uncertain linguistic aggregation operators based approach to multiple attribute group decision making under uncertain linguistic environment. Inform Sci 168(1–4):171–184
Xu Z (2004b) A method based on linguistic aggregation operators for group decision making with linguistic preference relations. Inform Sci 166(1–4):19–30
Xu Z (2006a) A note on linguistic hybrid arithmetic averaging operator in multiple attribute group decision making with linguistic information. Group Decis Negot 15(6):593–604
Xu Z (2006b) Induced uncertain linguistic OWA operators applied to group decision making. Inform Fus 7(2):231–238
Xu Z (2007) Intuitionistic fuzzy aggregation operators. IEEE Trans Fuzzy Syst 15(6):1179–1187
Xu Z, Xia M (2011) Induced generalized intuitionistic fuzzy operators. Knowl-Based Syst 24(2):197–209
Xu Z, Yager RR (2006) Some geometric aggregation operators based on intuitionistic fuzzy sets. Int J Gen Syst 35(4):417–433
Yager RR (2015) Multicriteria decision making with ordinal/linguistic intuitionistic fuzzy sets for mobile apps. IEEE Trans Fuzzy Syst 24(3):590–599
Yager RR, Kacprzyk J, Beliakov G (eds) (2011) Recent developments in the ordered weighted averaging operators: theory and practice, 265th edn. Springer, Berlin
Yang YR, Yuan S (2014) Induced interval-valued intuitionistic fuzzy Einstein ordered weighted geometric operator and their application to multiple attribute decision making. J Intell Fuzzy Syst 26(6):2945–2954
Ye J (2017) Intuitionistic fuzzy hybrid arithmetic and geometric aggregation operators for the decision-making of mechanical design schemes. Appl Intell 47(3):743–751
Ye J (2018) Multiple attribute decision-making method based on linguistic cubic variables. J Intell Fuzzy Syst 34(4):2351–2361
Zadeh LA (1965) Fuzzy sets. Inform Control 8(3):338–353
Zadeh LA (1975) The concept of a linguistic variable and its application to approximate reasoning-I. Inform Sci 8(3):199–249
Zhan J, Khan M, Gulistan M, Ali A (2017) Applications of neutrosophic cubic sets in multi-criteria decision-making. Int J Uncertain Quant 7(5):377–394
Zhang H (2014) Linguistic intuitionistic fuzzy sets and application in MAGDM. J Appl Math. https://doi.org/10.1155/2014/432092
Zhang H (2015) Uncertain linguistic power geometric operators and their use in multiattribute group decision making. Math Probl Eng. https://doi.org/10.1155/2015/948380
Zhang X, Liu PD (2010) Method for multiple attribute decision-making under risk with interval numbers. Int J Fuzzy Syst 12(3):237–242
Zhang HY, Peng HG, Wang J, Wang JQ (2017) An extended outranking approach for multi-criteria decision-making problems with linguistic intuitionistic fuzzy numbers. Appl Soft Comput 59:462–474
Zhao H, Xu Z, Ni M, Liu S (2010) Generalized aggregation operators for intuitionistic fuzzy sets. Int J Intell Syst 25(1):1–30
Zhou L, Chen H (2014) Generalized ordered weighted proportional averaging operator and its application to group decision making. Informatica 25(2):327–360
Zhou L, Chen H, Liu J (2013) Generalized multiple averaging operators and their applications to group decision making. Group Decis Negot 22(2):331–358
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The authors would like to thank the Deanship of Scientific Research at Umm Al-Qura University for supporting this work by Grant Code: 19-SCI-1-01-0041.
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Qiyas, M., Abdullah, S., Liu, Y. et al. Multi-criteria decision support systems based on linguistic intuitionistic cubic fuzzy aggregation operators. J Ambient Intell Human Comput 12, 8285–8303 (2021). https://doi.org/10.1007/s12652-020-02563-1
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DOI: https://doi.org/10.1007/s12652-020-02563-1