Skip to main content
Top
Published in: Soft Computing 10/2020

10-10-2019 | Methodologies and Application

Aggregation of pragmatic operators to support probabilistic linguistic multi-criteria group decision-making problems

Authors: Xiangqian Feng, Qian Zhang, Lesheng Jin

Published in: Soft Computing | Issue 10/2020

Log in

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

In this paper, a multi-attribute group decision-making method based on aggregation operators is presented to solve the decision-making problems which the evaluation values take the form of probabilistic linguistic terms sets (PLTSs). Firstly, some properties of the PLTS are defined, such as the concept and the linguistic terms transformation function, the existing comparison methods and the proposed score function and distance. Secondly, some novel operators are proposed by combining the Heronian mean operator with the centered OWA operator and the power average operator under probabilistic linguistic environment, such as the probabilistic linguistic weighted centered order weighted generalized Heronian mean operator and the probabilistic linguistic weighted power generalized Heronian mean operator. Thirdly, the model of deriving the criteria weight is put forward based on the ideology of deviation maximizing and customized individual attitudinal. Furthermore, based on the proposed aggregation operators and EDAS method, a scientific group decision-making procedure is put forward under probabilistic linguistic environment. Finally, an illustrative example is also given to demonstrate the feasibility and practicality of the proposed method.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Appendix
Available only for authorised users
Literature
go back to reference Abu AO, Al-Smadi M, Momani S et al (2016) Numerical solutions of fuzzy differential equations using reproducing kernel Hilbert space method. Soft Comput 20(8):3283–3302MATH Abu AO, Al-Smadi M, Momani S et al (2016) Numerical solutions of fuzzy differential equations using reproducing kernel Hilbert space method. Soft Comput 20(8):3283–3302MATH
go back to reference Ali SH (2012) A novel tool (FP-KC) for handle the three main dimensions reduction and association rule mining. In: 6th International conference on sciences of electronics, technologies of information and telecommunications (SETIT), Sousse. IEEE, pp 951–961 Ali SH (2012) A novel tool (FP-KC) for handle the three main dimensions reduction and association rule mining. In: 6th International conference on sciences of electronics, technologies of information and telecommunications (SETIT), Sousse. IEEE, pp 951–961
go back to reference Al-Janabi S (2017) Pragmatic miner to risk analysis for intrusion detection (PMRA-ID). pragmatic miner to risk analysis for intrusion detection (PMRA-ID). In: International conference on soft computing in data science. Springer, Singapore, pp 263–277 Al-Janabi S (2017) Pragmatic miner to risk analysis for intrusion detection (PMRA-ID). pragmatic miner to risk analysis for intrusion detection (PMRA-ID). In: International conference on soft computing in data science. Springer, Singapore, pp 263–277
go back to reference Al-Janabi S, Alwan E (2017) Soft mathematical system to solve black box problem through development the FARB based on hyperbolic and polynomial functions. In: 10th International conference on developments in eSystems engineering (DeSE). IEEE, pp 37–42 Al-Janabi S, Alwan E (2017) Soft mathematical system to solve black box problem through development the FARB based on hyperbolic and polynomial functions. In: 10th International conference on developments in eSystems engineering (DeSE). IEEE, pp 37–42
go back to reference Al-Janabi S, Mahdi MA (2019) Evaluation prediction techniques to achievement an optimal biomedical analysis. Int J Grid Util Comput 10(5):512–527 Al-Janabi S, Mahdi MA (2019) Evaluation prediction techniques to achievement an optimal biomedical analysis. Int J Grid Util Comput 10(5):512–527
go back to reference Al-Janabi S, Rawat S, Patel A, Al-Shourbaji I (2015) Design and evaluation of a hybrid system for detection and prediction of faults in electrical transformers. Int J Electr Power Energy Syst 67:324–335 Al-Janabi S, Rawat S, Patel A, Al-Shourbaji I (2015) Design and evaluation of a hybrid system for detection and prediction of faults in electrical transformers. Int J Electr Power Energy Syst 67:324–335
go back to reference Al-Janabi S, Yaqoob A, Mohammad M (2019) Pragmatic method based on intelligent big data analytics to prediction air pollution. In: International conference on big data and networks technologies, pp 84–109 Al-Janabi S, Yaqoob A, Mohammad M (2019) Pragmatic method based on intelligent big data analytics to prediction air pollution. In: International conference on big data and networks technologies, pp 84–109
go back to reference Alkaim A F, Al-Janabi S (2019) Multi objectives optimization to gas flaring reduction from oil production. In: International conference on big data and networks technologies, pp 117–139 Alkaim A F, Al-Janabi S (2019) Multi objectives optimization to gas flaring reduction from oil production. In: International conference on big data and networks technologies, pp 117–139
go back to reference Arqub OA, Al-Smadi M, Momani S et al (2016) Application of reproducing kernel algorithm for solving second-order, two-point fuzzy boundary value problems. Soft Comput 21(23):1–16MATH Arqub OA, Al-Smadi M, Momani S et al (2016) Application of reproducing kernel algorithm for solving second-order, two-point fuzzy boundary value problems. Soft Comput 21(23):1–16MATH
go back to reference Bai CZ, Zhang R, Shen S et al (2018) Interval-valued probabilistic linguistic term sets in multi-criteria group decision making. Int J Intell Syst 33(6):1301–1321 Bai CZ, Zhang R, Shen S et al (2018) Interval-valued probabilistic linguistic term sets in multi-criteria group decision making. Int J Intell Syst 33(6):1301–1321
go back to reference Beg I, Rashid T (2016) Hesitant 2-tuple linguistic information in multiple attributes group decision making. J Intell Fuzzy Syst 30(1):109–116MATH Beg I, Rashid T (2016) Hesitant 2-tuple linguistic information in multiple attributes group decision making. J Intell Fuzzy Syst 30(1):109–116MATH
go back to reference Bordogna G, Fedrizzi M, Pasi G (1997) A linguistic modeling of consensus in group decision making based on owa operators. IEEE Trans Syst Man Cybern Part A Syst Hum 27(1):126–133 Bordogna G, Fedrizzi M, Pasi G (1997) A linguistic modeling of consensus in group decision making based on owa operators. IEEE Trans Syst Man Cybern Part A Syst Hum 27(1):126–133
go back to reference Fan ZP, Liu Y (2010) A method for group decision-making based on multi-granularity uncertain linguistic information. Expert Syst Appl 37(5):4000–4008 Fan ZP, Liu Y (2010) A method for group decision-making based on multi-granularity uncertain linguistic information. Expert Syst Appl 37(5):4000–4008
go back to reference Feng XQ, Wei CP, Liu Q (2018) EDAS method for extended hesitant fuzzy linguistic multi-criteria decision making. Int J Fuzzy Syst 20(8):2470–2483MathSciNet Feng XQ, Wei CP, Liu Q (2018) EDAS method for extended hesitant fuzzy linguistic multi-criteria decision making. Int J Fuzzy Syst 20(8):2470–2483MathSciNet
go back to reference Finch G (2000) Linguistic terms and concepts. Macmillan Education, London Finch G (2000) Linguistic terms and concepts. Macmillan Education, London
go back to reference Ghorabaee MK, Zavadskas EK, Amiri M, Turskis Z (2016) Extended edas method for fuzzy multi-criteria decision-making: an application to supplier selection. Int J Comput Commun Control 11(3):358–371 Ghorabaee MK, Zavadskas EK, Amiri M, Turskis Z (2016) Extended edas method for fuzzy multi-criteria decision-making: an application to supplier selection. Int J Comput Commun Control 11(3):358–371
go back to reference Gou XJ, Xu ZS (2016) Novel basic operational laws for linguistic terms, hesitant fuzzy linguistic term sets and probabilistic linguistic term sets. Inf Sci 372:407–427 Gou XJ, Xu ZS (2016) Novel basic operational laws for linguistic terms, hesitant fuzzy linguistic term sets and probabilistic linguistic term sets. Inf Sci 372:407–427
go back to reference Gou XJ, Xu ZS, Liao HC (2017) Multiple criteria decision making based on Bonferroni means with hesitant fuzzy linguistic information. Soft Comput 21(21):6515–6529MATH Gou XJ, Xu ZS, Liao HC (2017) Multiple criteria decision making based on Bonferroni means with hesitant fuzzy linguistic information. Soft Comput 21(21):6515–6529MATH
go back to reference Jin LS (2015) Some properties and representation methods for ordered weighted averaging operators. Fuzzy Sets Syst 261:60–86MathSciNetMATH Jin LS (2015) Some properties and representation methods for ordered weighted averaging operators. Fuzzy Sets Syst 261:60–86MathSciNetMATH
go back to reference Keshavarz Ghorabaee M, Zavadskas EK, Olfat L, Turskis Z (2015) Multi-criteria inventory classification using a new method of evaluation based on distance from average solution (EDAS). Informatica 26(3):435–451 Keshavarz Ghorabaee M, Zavadskas EK, Olfat L, Turskis Z (2015) Multi-criteria inventory classification using a new method of evaluation based on distance from average solution (EDAS). Informatica 26(3):435–451
go back to reference Köksalan M, Karasakal E (2006) An interactive approach for multiobjective decision making. J Oper Res Soc 57(5):532–540MATH Köksalan M, Karasakal E (2006) An interactive approach for multiobjective decision making. J Oper Res Soc 57(5):532–540MATH
go back to reference Lee LW, Chen SM (2014) A new group decision making method based on likelihood-based comparison relations of hesitant fuzzy linguistic term sets. In: IEEE international conference on systems. IEEE Lee LW, Chen SM (2014) A new group decision making method based on likelihood-based comparison relations of hesitant fuzzy linguistic term sets. In: IEEE international conference on systems. IEEE
go back to reference Liang DC, Kobina A, Quan W (2017) Grey relational analysis method for probabilistic linguistic multi-criteria group decision-making based on geometric Bonferroni mean. Int J Fuzzy Syst 20(7):2234–2244 Liang DC, Kobina A, Quan W (2017) Grey relational analysis method for probabilistic linguistic multi-criteria group decision-making based on geometric Bonferroni mean. Int J Fuzzy Syst 20(7):2234–2244
go back to reference Lin MW, Xu ZS (2018) Probabilistic linguistic distance measures and their applications in multi-criteria group decision making, vol 357, pp 411–440 Lin MW, Xu ZS (2018) Probabilistic linguistic distance measures and their applications in multi-criteria group decision making, vol 357, pp 411–440
go back to reference Liu PD, Teng F (2018) Some Muirhead mean operators for probabilistic linguistic term sets and their applications to multiple attribute decision-making. Appl Soft Comput 68:396–431 Liu PD, Teng F (2018) Some Muirhead mean operators for probabilistic linguistic term sets and their applications to multiple attribute decision-making. Appl Soft Comput 68:396–431
go back to reference Liu S, Chan FT, Ran W (2013) Multi-attribute group decision-making with multi-granularity linguistic assessment information: an improved approach based on deviation and TOPSIS. Appl Math Model 37(24):10129–10140MathSciNetMATH Liu S, Chan FT, Ran W (2013) Multi-attribute group decision-making with multi-granularity linguistic assessment information: an improved approach based on deviation and TOPSIS. Appl Math Model 37(24):10129–10140MathSciNetMATH
go back to reference Merigó José M, Casanovas M, Palacios-Marqués D (2014) Linguistic group decision making with induced aggregation operators and probabilistic information. Appl Soft Comput 24:669–678 Merigó José M, Casanovas M, Palacios-Marqués D (2014) Linguistic group decision making with induced aggregation operators and probabilistic information. Appl Soft Comput 24:669–678
go back to reference Pang Q, Wang H, Xu ZS (2016) Probabilistic linguistic term sets in multi-attribute group decision making. Inf Sci 369:128–143 Pang Q, Wang H, Xu ZS (2016) Probabilistic linguistic term sets in multi-attribute group decision making. Inf Sci 369:128–143
go back to reference Patel A, Al-Janabi S, AlShourbaji I, Pedersen J (2015) A novel methodology towards a trusted environment in mashup web applications. Comput Secur 49:107–122 Patel A, Al-Janabi S, AlShourbaji I, Pedersen J (2015) A novel methodology towards a trusted environment in mashup web applications. Comput Secur 49:107–122
go back to reference Rodriguez RM, Herrera F, Martinez L (2000) A fusion approach for managing multi-granularity linguistic term sets in decision making. Fuzzy Sets Syst 114(1):43–58MATH Rodriguez RM, Herrera F, Martinez L (2000) A fusion approach for managing multi-granularity linguistic term sets in decision making. Fuzzy Sets Syst 114(1):43–58MATH
go back to reference Rodriguez RM, Martinez L, Herrera F (2012) Hesitant fuzzy linguistic term sets for decision making. IEEE Trans Fuzzy Syst 20(1):109–119 Rodriguez RM, Martinez L, Herrera F (2012) Hesitant fuzzy linguistic term sets for decision making. IEEE Trans Fuzzy Syst 20(1):109–119
go back to reference Sykora S (2009) Mathematical means and averages: generalized Heronian means. Stan’s Library Sykora S (2009) Mathematical means and averages: generalized Heronian means. Stan’s Library
go back to reference Tang XY, Wei GW (2018) Multiple attribute decision-making with dual hesitant pythagorean fuzzy information. Cognit Comput 11(6):193–211 Tang XY, Wei GW (2018) Multiple attribute decision-making with dual hesitant pythagorean fuzzy information. Cognit Comput 11(6):193–211
go back to reference 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 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
go back to reference Torfi F, Farahani RZ, Rezapour S (2010) Fuzzy AHP to determine the relative weights of evaluation criteria and fuzzy TOPSIS to rank the alternatives. Appl Soft Comput 10(2):520–528 Torfi F, Farahani RZ, Rezapour S (2010) Fuzzy AHP to determine the relative weights of evaluation criteria and fuzzy TOPSIS to rank the alternatives. Appl Soft Comput 10(2):520–528
go back to reference Torra V (2010) Hesitant fuzzy sets. Int J Intell Syst 25(6):529–539MATH Torra V (2010) Hesitant fuzzy sets. Int J Intell Syst 25(6):529–539MATH
go back to reference Wang YM (1997) Using the method of maximizing deviation to make decision for multiindices. J Syst Eng Electron 8(3):21–26 Wang YM (1997) Using the method of maximizing deviation to make decision for multiindices. J Syst Eng Electron 8(3):21–26
go back to reference Wang L, Peng JJ, Wang JQ (2018) A multi-criteria decision-making framework for risk ranking of energy performance contracting project under picture fuzzy environment. J Clean Prod 191:105–118 Wang L, Peng JJ, Wang JQ (2018) A multi-criteria decision-making framework for risk ranking of energy performance contracting project under picture fuzzy environment. J Clean Prod 191:105–118
go back to reference Wang R, Wang J, Gao H, Wei G (2019) Methods for MADM with picture fuzzy muirhead mean operators and their application for evaluating the financial investment risk. Symmetry 11(1):6MATH Wang R, Wang J, Gao H, Wei G (2019) Methods for MADM with picture fuzzy muirhead mean operators and their application for evaluating the financial investment risk. Symmetry 11(1):6MATH
go back to reference Wei CP, Ren ZL, Rodríguez RM (2015) A hesitant fuzzy linguistic TODIM method based on a score function. Int J Comput Intell Syst 8(4):701–712 Wei CP, Ren ZL, Rodríguez RM (2015) A hesitant fuzzy linguistic TODIM method based on a score function. Int J Comput Intell Syst 8(4):701–712
go back to reference Xu ZS, Wang H (2016) Managing multi-granularity linguistic information in qualitative group decision making: an overview. Granul Comput 1(1):21–35 Xu ZS, Wang H (2016) Managing multi-granularity linguistic information in qualitative group decision making: an overview. Granul Comput 1(1):21–35
go back to reference Yager RR (1993) On ordered weighted averaging aggregation operators in multicriteria decisionmaking. Read Fuzzy Sets Intell Syst 18(1):80–87MathSciNet Yager RR (1993) On ordered weighted averaging aggregation operators in multicriteria decisionmaking. Read Fuzzy Sets Intell Syst 18(1):80–87MathSciNet
go back to reference Yager RR (2001) The power average operator. IEEE Trans Syst Man Cybern Part Syst Hum 31(6):724–731 Yager RR (2001) The power average operator. IEEE Trans Syst Man Cybern Part Syst Hum 31(6):724–731
go back to reference Yager RR (2007) Centered OWA operators. Soft Comput 11(7):631–639MATH Yager RR (2007) Centered OWA operators. Soft Comput 11(7):631–639MATH
go back to reference Zhai Y, Xu ZS, Liao HC (2016) Probabilistic linguistic vector-term set and its application in group decision making with multi-granular linguistic information. Appl Soft Comput 49:801–816 Zhai Y, Xu ZS, Liao HC (2016) Probabilistic linguistic vector-term set and its application in group decision making with multi-granular linguistic information. Appl Soft Comput 49:801–816
go back to reference Zhang WK, Ju YB, Liu XY (2017) Multiple criteria decision analysis based on Shapley fuzzy measures and interval-valued hesitant fuzzy linguistic numbers. Comput Ind Eng 105:28–38 Zhang WK, Ju YB, Liu XY (2017) Multiple criteria decision analysis based on Shapley fuzzy measures and interval-valued hesitant fuzzy linguistic numbers. Comput Ind Eng 105:28–38
go back to reference Zhang S, Gao H, Wei G et al (2019) Evaluation based on distance from average solution method for multiple criteria group decision making under picture 2-Tuple linguistic environment. Mathematics 7(3):243 Zhang S, Gao H, Wei G et al (2019) Evaluation based on distance from average solution method for multiple criteria group decision making under picture 2-Tuple linguistic environment. Mathematics 7(3):243
go back to reference Zhou SH, Yang JC, Ding YS, Xu XH (2017) A Markov chain approximation to multi-stage interactive group decision-making method based on interval fuzzy number. Soft Comput 21(10):2701–2708 Zhou SH, Yang JC, Ding YS, Xu XH (2017) A Markov chain approximation to multi-stage interactive group decision-making method based on interval fuzzy number. Soft Comput 21(10):2701–2708
Metadata
Title
Aggregation of pragmatic operators to support probabilistic linguistic multi-criteria group decision-making problems
Authors
Xiangqian Feng
Qian Zhang
Lesheng Jin
Publication date
10-10-2019
Publisher
Springer Berlin Heidelberg
Published in
Soft Computing / Issue 10/2020
Print ISSN: 1432-7643
Electronic ISSN: 1433-7479
DOI
https://doi.org/10.1007/s00500-019-04393-6

Other articles of this Issue 10/2020

Soft Computing 10/2020 Go to the issue

Premium Partner