Abstract
In this paper, the aim is to propose a new aggregation operator called the probabilistic ordered weighted continuous OWA (POW-COWA) operator to aggregate the continuous interval number. The primary character of the POW-COWA operator is that it unifies the probability and the continuous OWA (COWA) operator in the same formulation through considering various importance degrees of different concepts in the aggregation process. Simultaneously, the new operator can be employed to diminish uncertainty and lower the complexity of data processing. Furthermore, we discuss some desired properties and different special cases of the developed operator. Additionally, a method of group decision making (GDM) under interval number environment is proposed based on the POW-COWA operator. At last, a numerical example is presented to illustrate the proposed method.
Similar content being viewed by others
References
Wei GW (2010) A method for multiple attribute group decision making based on the ET-WG and ET-OWG operators with 2-tuple linguistic information. Expert Syst Appl 37:7895–7900
Yager RR (1988) On ordered weighted averaging aggregation operators in multi-criteria decision making. IEEE Trans Syst Man Cybern 18:183–190
Calvo T, Mayor G, Mesiar R (2002) Aggregation operators: new trends and applications. Physica-Verlag, New York
Yager RR, Kacprzyk J (1997) The ordered weighted averaging operators: theory and applications. Kluwer Academic Publishers, Norwell
Kacprzyk J, Zadrozny S (2001) Computing with words in intelligent database querying: standalone and internet-based applications. Inf Sci 134:71–109
Xu ZS (2005) Extended COWA operators and their use in uncertain multi-attribute decision making. Syst Eng Theory Pract 25:7–13
Liu XW (2006) Some properties of the weighted OWA operator. IEEE Trans Syst Man Cybern 36:118–127
Wan SP, Yi ZH (2015) Power average of trapezoidal intuitionistic fuzzy numbers using strict t-norms and t-conorms. IEEE T Fuzzy Syst https://doi.org/10.1109/TFUZZ20152501408
Wan SP, Dong JY (2015) Power geometric operators of trapezoidal intuitionistic fuzzy numbers and application to multi-attribute group decision making. Appl Soft Comput 29:153–168
Wan SP (2013) Power average operators of trapezoidal intuitionistic fuzzy numbers and application to multi-attribute group decision making. Appl Math Model 37(6):4112–4126
Xu ZS, Da QL (2002) The uncertain OWA operator. Int J Intell Syst 17:569–575
Zhou LG, Chen HY, Merigó JM, Gil-Lafuente AM (2012) Uncertain generalized aggregation operators. Expert Syst Appl 39:1105–1117
Xu ZS (2008) Dependent uncertain ordered weighted aggregation operators. Inf Fusion 9:310–316
Yager RR (2004) OWA aggregation over a continuous interval argument with applications to decision making. IEEE Trans Syst Man Cybern 34:1952–1963
Yager RR, Xu ZS (2006) The continuous ordered weighted geometric operator and its application to decision making. Fuzzy Set Syst 157:1393–1402
Zhou LG, Chen HY (2011) Continuous generalized OWA operator and its application to decision making. Fuzzy Set Syst 168:18–34
Wu J, Li JC, Li H, Duan WQ (2009) The induced continuous ordered weighted geometric operators and their application in group decision making. Comput Ind Eng 58:1545–1552
Chen HY, Zhou LG (2011) An approach to group decision making with interval fuzzy preference relations based on induced generalized continuous ordered weighted averaging operator. Expert Syst Appl 38:13432–13440
Zhang HM, Xu ZS (2005) Uncertain linguistic information based COWA and COWG operators and their applications. J PLA Univ Sci Technol (Nat Sci) 6:604–608
Chen HY, Liu JP, Wang H (2008) A class of continuous ordered weighted harmonic (C-OWHA) averaging operators for interval argument and its applications. Syst Eng Theory Pract 28:86–92
Merigó JM (2012) Probabilities in the OWA operator. Expert Syst Appl 39:11456–11467
Merigó JM, Wei GW (2011) Probabilistic aggregation operators and their application in uncertain multi-person decision making. Technol Econ Dev Econ 17: 335–351
Merigó JM (2011) Fuzzy multi-person decision making with fuzzy probabilistic aggregation operators. Int J Fuzzy Syst 13:163–173
Merigó JM (2011) The uncertain probabilistic weighted average and its application in the theory of expertons. Afr J Bus Manag 5:6092–6102
Merigó JM, Casanovas M, Yang JB (2014) Group decision making with expertons and uncertain generalized probabilistic weighted aggregation operators. Eur J Oper Res 235:215–224
Zeng SZ, Merigó JM, Su WH (2013) The uncertain probabilistic OWA distance operator and its application in group decision making. Appl Math Model 37:6266–6275
Wei GW, Zhao XF (2014) Methods for probabilistic decision making with linguistic information. Technol Econ Dev Econ 20(2):193–209
Merigó JM, Casanovas M, Marqués DP (2014) Linguistic group decision making with induced aggregation operators and probabilistic information. Appl Soft Comput 24:669–678
Moore RE (1996) Interval analysis. Prentice-Hall, Englewood Cliffs
Merigó JM, Casanovas M (2011) The uncertain induced quasi-arithmetic OWA operator. Int J Intell Syst 26:1–24
Merigó JM, Gil-Lafuente AM, Martorell O (2012) Uncertain induced aggregation operators and its application in tourism management. Expert Syst Appl 39:869–880
Xu YJ, Da QL (2008) A method for multiple attribute decision making with incomplete weight information under uncertain linguistic environment. Knowl Based Syst 21:837–841
Liu PD (2009) Multi-attribute decision-making method research based on interval vague set and TOPSIS method. Technol Econ Dev Econ 15:453–463
Zhang X, Liu PD (2010) Method for multiple attribute decision-making under risk with interval numbers. Int J Fuzzy Syst 12:237–242
Sengupta A, Pal TK (2009) Fuzzy preference ordering of interval numbers in decision problems. Springer, Berlin
Merigó JM (2010) Fuzzy decision making with immediate probabilities. Comput Ind Eng 58:651–657
Engemann KJ, Filev DP, Yager RR (1996) Modelling decision making using immediate probabilities. Int J Gen Syst 24:281–294
Yager RR, Engemann KJ, Filev DP (1995) On the concept of immediate probabilities. Int J Intell Syst 10:373–397
Xu ZS, Da QL (2003) An overview of operators for aggregating information. Int J Intell Syst 18:953–968
Torra V (1997) The weighted OWA operator. Int J Intell Syst 12:153–166
Yager RR (1993) Families of OWA operators. Fuzzy Set Syst 59:125–148
Beliakov G, Pradera A, Calvo T (2007) Aggregation functions: a guide for practitioners. Springer, Berlin
Cao QW, Wu J (2011) The extended COWG operators and their application to multiple attributive group decision making problems with interval numbers. Appl Math Model 35:2075–2086
Charnes A, Cooper WW, Rhodes E (1978) Measuring the efficiency of decision making units. Eur J Oper Res 2(6):429–444
Charnes A, Cooper WW, Golany B (1985) Foundations of data envelopment analysis for Pareto–Koopmans efficient empirical production functions. J Econ 30(1/2):91–107
Seiford LM (1996) Data envelopment analysis: the evolution of state of the art (1978–1995). J Prod Anal 7:99–137
Satty TL (1978) A scaling method for priorities in hierarchical structures. J Math Psychol 1(1):57–68
Satty TL (1986) Axiomatic foundation of the analytic hierarchy process. Manage Sci 23(7):851–855
Satty TL, Vargas LG (1987) Uncertainty and rank order in the analytic hierarchy process. Eur J Oper Res 32(1):107–117
Wan SP, Wang F, Lin LL, Dong JY (2016) Some new generalized aggregation operators for triangular intuitionistic fuzzy numbers and application to multi-attribute group decision making. Comput Ind Eng 93:286–301
Qi XW, Liang CY, Zhang JL (2015) Multiple attribute group decision making based on generalized power aggregation operators under interval-valued dual hesitant fuzzy linguistic environment. Int J Mach Learn Cybern. https://doi.org/10.1007/s13042-015-0445-3
Zeng SZ, Su WH, Zhang CH (2016) Intuitionistic fuzzy generalized probabilistic ordered weighted averaging operator and its application to group decision making. Technol Econ Dev Econ 22(2):177–193
Zeng SZ, Chen S (2015) Extended VIKOR method based on induced aggregation operators for intuitionistic fuzzy financial decision making. Econ Comput Econ Cybern 49:289–303
Zeng SZ, Xiao Y (2016) TOPSIS method for intuitionistic fuzzy multiple-criteria decision making and its application to investment selection. Kybernetes 45:282–296
Zeng SZ, Chen JP, Li XS (2015) A hybrid method for pythagorean fuzzy multiple-criteria decision making. Int J Inf Tech Decis. https://doi.org/10.1142/S0219622016500012
Acknowledgements
The work was supported by Statistical Scientific Research Project of China (no. 2017LZ11), Open Project of School of Mathematical Sciences, Anhui University, National Natural Science Foundation of China (nos. 71301001, 71371011, 71501002), Provincial Natural Science Research Project of Anhui Colleges (no. KJ2015A379), The Doctoral Scientific Research Foundation of Anhui University.
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
Liu, X., Han, B., Chen, H. et al. The probabilistic ordered weighted continuous OWA operator and its application in group decision making. Int. J. Mach. Learn. & Cyber. 10, 705–715 (2019). https://doi.org/10.1007/s13042-017-0752-y
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s13042-017-0752-y