Skip to main content
Erschienen in: Granular Computing 2/2024

01.06.2024 | ORIGINAL PAPER

Dual probabilistic linguistic consensus reaching method for group decision-making

verfasst von: Abhijit Saha, Tapan Senapati, Muhammad Akram, Cengiz Kahraman, Radko Mesiar, Leena Arya

Erschienen in: Granular Computing | Ausgabe 2/2024

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

The interactive group decision-making method with dual probabilistic linguistic term sets (DPLTSs) is talked about in this paper. The benefit of choosing DPLTSs is that they take into account both random and stochastic uncertainties at the same time. The DPLTSs are superior to hesitant fuzzy sets (HFSs), probabilistic HFSs, and probabilistic dual HFSs with uncertainty. Here, we combine the merits of DPLTSs, the Archimedean copula aggregator, and the generalized Maclaurin symmetric mean (GMSM) operator and develop a consensus-based group decision-making methodology. In this methodology, the concepts of consistency and similarity between the experts are used to calculate their weights of subjective and objective types, respectively. We propose an optimization model based on cross-entropy measure and dispersion measure to generate the criteria weights. For aggregating preferences, we propose DPL weighted GMSM aggregation operator utilizing the Archimedean Copula operations between DPL elements. A case study exhibits the proposed method's applicability in group decision-making. The sensitivity analysis of criteria weights establishes the stability of the developed approach. To validate the robustness of the suggested method, a comparison study has been performed, which ensures the effectiveness of the proposed methodology.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

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 "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!

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!

Anhänge
Nur mit Berechtigung zugänglich
Literatur
Zurück zum Zitat Akram M, Zahid S (2023) Group decision-making method with Pythagorean fuzzy rough number for the evaluation of best design concept. Granular Computing 8(6):1121–1148CrossRef Akram M, Zahid S (2023) Group decision-making method with Pythagorean fuzzy rough number for the evaluation of best design concept. Granular Computing 8(6):1121–1148CrossRef
Zurück zum Zitat Akram M, Habib A, Allahviranloo T (2022) A new maximal flow algorithm for solving optimization problems with linguistic capacities and flows. Inf Sci 612:201–230CrossRef Akram M, Habib A, Allahviranloo T (2022) A new maximal flow algorithm for solving optimization problems with linguistic capacities and flows. Inf Sci 612:201–230CrossRef
Zurück zum Zitat Akram M, Niaz Z, Feng F (2023) Extended CODAS method for multi-attribute group decision-making based on 2-tuple linguistic Fermatean fuzzy Hamacher aggregation operators. Granul Comput 8(3):441–466CrossRef Akram M, Niaz Z, Feng F (2023) Extended CODAS method for multi-attribute group decision-making based on 2-tuple linguistic Fermatean fuzzy Hamacher aggregation operators. Granul Comput 8(3):441–466CrossRef
Zurück zum Zitat Bacigal T, Mesiar R, Najjari V (2015) Generators of Copulas and aggregation. Inf Sci 306:81–87CrossRef Bacigal T, Mesiar R, Najjari V (2015) Generators of Copulas and aggregation. Inf Sci 306:81–87CrossRef
Zurück zum Zitat Beliakov G, Pradera A, Calvo T (2007) Aggregation functions: a guide for practitioners. In: Kacprzyk (ed) Studies in fuzziness and soft computing. Springer, Berlin Beliakov G, Pradera A, Calvo T (2007) Aggregation functions: a guide for practitioners. In: Kacprzyk (ed) Studies in fuzziness and soft computing. Springer, Berlin
Zurück zum Zitat Bonferroni C (1950) Sulle medie multiple di potenze. Bulletin Math Italiana 5(3):267–270MathSciNet Bonferroni C (1950) Sulle medie multiple di potenze. Bulletin Math Italiana 5(3):267–270MathSciNet
Zurück zum Zitat Cheng X, Gu J, Xu ZS (2018) Venture capital group decision-making with interaction under probabilistic linguistic environment. Knowl Based Syst 140:82–91CrossRef Cheng X, Gu J, Xu ZS (2018) Venture capital group decision-making with interaction under probabilistic linguistic environment. Knowl Based Syst 140:82–91CrossRef
Zurück zum Zitat Dai S, Zheng J (2023) On probabilistic linguistic term set operations. J Intell Fuzzy Syst 44(6):9993–10003CrossRef Dai S, Zheng J (2023) On probabilistic linguistic term set operations. J Intell Fuzzy Syst 44(6):9993–10003CrossRef
Zurück zum Zitat Feng F, Zhang C, Akram M, Zhang J (2023) Multiple attribute decision making based on probabilistic generalized orthopair fuzzy sets. Granul Comput 8(4):863–891CrossRef Feng F, Zhang C, Akram M, Zhang J (2023) Multiple attribute decision making based on probabilistic generalized orthopair fuzzy sets. Granul Comput 8(4):863–891CrossRef
Zurück zum Zitat Gou XJ, Xu ZS, Liao H (2017) Multi-criteria decision making based on Bonferroni means with hesitant fuzzy linguistic information. Soft Comput 21:6515–6529CrossRef Gou XJ, Xu ZS, Liao H (2017) Multi-criteria decision making based on Bonferroni means with hesitant fuzzy linguistic information. Soft Comput 21:6515–6529CrossRef
Zurück zum Zitat Grabisch M, Maricha JL, Mesiar R, Pap E (2011) Aggregation functions: Construction methods, conjunctive, disjunctive and mixed classes. Inf Sci 181:23–43MathSciNetCrossRef Grabisch M, Maricha JL, Mesiar R, Pap E (2011) Aggregation functions: Construction methods, conjunctive, disjunctive and mixed classes. Inf Sci 181:23–43MathSciNetCrossRef
Zurück zum Zitat Han XL, Li SR (1994) The priority method in view of consistency harmonious weight index. Syst Eng-Theory Methodol 3(1):41–45 Han XL, Li SR (1994) The priority method in view of consistency harmonious weight index. Syst Eng-Theory Methodol 3(1):41–45
Zurück zum Zitat Han B, Tao Z, Chen H, Zhou L, Liu J (2020) A new computational model based on Archimedean copula for probabilistic unbalanced linguistic term set and its application to multi-attribute group decision-making. Comput Ind Eng 140:106264CrossRef Han B, Tao Z, Chen H, Zhou L, Liu J (2020) A new computational model based on Archimedean copula for probabilistic unbalanced linguistic term set and its application to multi-attribute group decision-making. Comput Ind Eng 140:106264CrossRef
Zurück zum Zitat Han X, Zhang C, Zhan J (2022) A three-way decision method under probabilistic linguistic term sets and its application to air quality index. Inf Sci 617:254–276CrossRef Han X, Zhang C, Zhan J (2022) A three-way decision method under probabilistic linguistic term sets and its application to air quality index. Inf Sci 617:254–276CrossRef
Zurück zum Zitat Herrera F, Martinez L (2000) A 2-tuple fuzzy linguistic representation model for computing with words. IEEE Trans Fuzzy Syst 8:746–752CrossRef Herrera F, Martinez L (2000) A 2-tuple fuzzy linguistic representation model for computing with words. IEEE Trans Fuzzy Syst 8:746–752CrossRef
Zurück zum Zitat Krishankumar R, Saranya R, Nethra RP, Ravichandran KS, Kar S (2019) A decision-making framework under probabilistic linguistic term set for multi-criteria group decision-making problem J. Intell Syst 36(6):5783–5795 Krishankumar R, Saranya R, Nethra RP, Ravichandran KS, Kar S (2019) A decision-making framework under probabilistic linguistic term set for multi-criteria group decision-making problem J. Intell Syst 36(6):5783–5795
Zurück zum Zitat Li B, Xu ZS, Zhang YX (2020) A probabilistic linguistic evaluation based multi-stage medical system selection process related to referral system. Expert Syst Appl 170:114523CrossRef Li B, Xu ZS, Zhang YX (2020) A probabilistic linguistic evaluation based multi-stage medical system selection process related to referral system. Expert Syst Appl 170:114523CrossRef
Zurück zum Zitat Liao H, Jiang L, Xu Z, Xu J (2017) A linear programming method for multiple criteria decision making with probabilistic linguistic information. Inf Sci 416:341–355CrossRef Liao H, Jiang L, Xu Z, Xu J (2017) A linear programming method for multiple criteria decision making with probabilistic linguistic information. Inf Sci 416:341–355CrossRef
Zurück zum Zitat Liao H, Mi X, Xu X (2020) A survey of decision-making methods with probabilistic linguistic information: bibliometrics, preliminaries, methodologies, applications and future directions. Fuzzy Optim Decis Making 19:81–134MathSciNetCrossRef Liao H, Mi X, Xu X (2020) A survey of decision-making methods with probabilistic linguistic information: bibliometrics, preliminaries, methodologies, applications and future directions. Fuzzy Optim Decis Making 19:81–134MathSciNetCrossRef
Zurück zum Zitat Liu P, Teng F (2019) Probabilistic linguistic TODIM method for selecting products through online product reviews. Inf Sci 485:441–455ADSCrossRef Liu P, Teng F (2019) Probabilistic linguistic TODIM method for selecting products through online product reviews. Inf Sci 485:441–455ADSCrossRef
Zurück zum Zitat Liu P, Wang Y (2020) Multiple-attribute decision-making based on q-rung orthopair fuzzy generalized Maclaurin symmetric mean operators. Inf Sci 518:181–210CrossRef Liu P, Wang Y (2020) Multiple-attribute decision-making based on q-rung orthopair fuzzy generalized Maclaurin symmetric mean operators. Inf Sci 518:181–210CrossRef
Zurück zum Zitat Maclaurin C (1729) A second letter to Martin Folkes, Esq concerning the roots of equations, with demonstration of other rules of algebra. Philos Trans R Soc Lond 36:59–96 Maclaurin C (1729) A second letter to Martin Folkes, Esq concerning the roots of equations, with demonstration of other rules of algebra. Philos Trans R Soc Lond 36:59–96
Zurück zum Zitat Mishra AR, Rani P, Hezam IM, Devechi M (2023) Dual probabilistic linguistic full consistency additive ratio assessment model for medical equipment supplier selection. Int J Fuzzy Syst 25(8):3216–3232CrossRef Mishra AR, Rani P, Hezam IM, Devechi M (2023) Dual probabilistic linguistic full consistency additive ratio assessment model for medical equipment supplier selection. Int J Fuzzy Syst 25(8):3216–3232CrossRef
Zurück zum Zitat Nather W (2010) Copulas and t-norms: Mathematical tools for combining probabilistic and fuzzy information with application to error propagation and interaction. Struct Saf 32:366–371CrossRef Nather W (2010) Copulas and t-norms: Mathematical tools for combining probabilistic and fuzzy information with application to error propagation and interaction. Struct Saf 32:366–371CrossRef
Zurück zum Zitat Pang Q, Wang H, Xu ZS (2016) probabilistic linguistic term sets in multi-attribute group decision making. Inf Sci 369:128–143CrossRef Pang Q, Wang H, Xu ZS (2016) probabilistic linguistic term sets in multi-attribute group decision making. Inf Sci 369:128–143CrossRef
Zurück zum Zitat Ramadass S, Krishankumar R, Ravichandran KS, Liao H, Kar S (2020) Evaluation of cloud vendors from probabilistic linguistic information with unknown/partial weight values. Appl Soft Comput 97:106801CrossRef Ramadass S, Krishankumar R, Ravichandran KS, Liao H, Kar S (2020) Evaluation of cloud vendors from probabilistic linguistic information with unknown/partial weight values. Appl Soft Comput 97:106801CrossRef
Zurück zum Zitat Rodríguez RM, Martínez L, Herrera F (2012) Hesitant fuzzy linguistic term sets for decision making. IEEE Trans Fuzzy Syst 20:109–119CrossRef Rodríguez RM, Martínez L, Herrera F (2012) Hesitant fuzzy linguistic term sets for decision making. IEEE Trans Fuzzy Syst 20:109–119CrossRef
Zurück zum Zitat Saha A, Senapati T, Yager RR (2021) Hybridizations of Generalized Dombi operators and Bonferroni Mean operators under dual probabilistic linguistic environment for group decision-making. Int J Intell Syst 36(11):6645–6679CrossRef Saha A, Senapati T, Yager RR (2021) Hybridizations of Generalized Dombi operators and Bonferroni Mean operators under dual probabilistic linguistic environment for group decision-making. Int J Intell Syst 36(11):6645–6679CrossRef
Zurück zum Zitat Saha A, Simic V, Senapati T, Dabic-Miletic S, Ala A (2023a) A dual hesitant fuzzy sets based methodology for advantage prioritization of zero-mile delivery solutions for sustainable city logistics. IEEE Trans Fuzzy Syst 31(2):407–420CrossRef Saha A, Simic V, Senapati T, Dabic-Miletic S, Ala A (2023a) A dual hesitant fuzzy sets based methodology for advantage prioritization of zero-mile delivery solutions for sustainable city logistics. IEEE Trans Fuzzy Syst 31(2):407–420CrossRef
Zurück zum Zitat Saha A, Mishra AR, Rani P, Senapati T, Yager RR (2023b) A dual probabilistic linguistic MARCOS approach based on the generalized Dombi operator for decision-making. Iran J Fuzzy Syst 20(2):83–102 Saha A, Mishra AR, Rani P, Senapati T, Yager RR (2023b) A dual probabilistic linguistic MARCOS approach based on the generalized Dombi operator for decision-making. Iran J Fuzzy Syst 20(2):83–102
Zurück zum Zitat Sklar M (1959) Fonctions de repartition a n dimensions et leurs marges. Universite Paris 8:229–231 Sklar M (1959) Fonctions de repartition a n dimensions et leurs marges. Universite Paris 8:229–231
Zurück zum Zitat Tao Z, Han B, Chen H (2018) On Intuitionistic fuzzy Copula aggregation operators in multiple-attribute decision-making. Cogn Comput 10:610–624CrossRef Tao Z, Han B, Chen H (2018) On Intuitionistic fuzzy Copula aggregation operators in multiple-attribute decision-making. Cogn Comput 10:610–624CrossRef
Zurück zum Zitat Wang JQ, Yang Y, Li L (2020) Multi criteria decision-making method based on single valued neutrosophic linguistic Maclaurin symmetric mean operators. Neural Comput Appl 30(5):1529–1547CrossRef Wang JQ, Yang Y, Li L (2020) Multi criteria decision-making method based on single valued neutrosophic linguistic Maclaurin symmetric mean operators. Neural Comput Appl 30(5):1529–1547CrossRef
Zurück zum Zitat Wang Z, Cai Q, Lu J, Wei G (2023) MABAC method based on cumulative prospect theory for MCGDM with dual probabilistic linguistic term set and application to sustainable supplier selection. J Intell Fuzzy Syst 45(3):3587–3608CrossRef Wang Z, Cai Q, Lu J, Wei G (2023) MABAC method based on cumulative prospect theory for MCGDM with dual probabilistic linguistic term set and application to sustainable supplier selection. J Intell Fuzzy Syst 45(3):3587–3608CrossRef
Zurück zum Zitat Wei G, Wei C, Wu J, Guo Y (2021) Probabilistic linguistic multiple attribute group decision making for location planning of electric vehicle charging stations based on the generalized Dice similarity measures. Artif Intell Rev 54:4137–4167CrossRef Wei G, Wei C, Wu J, Guo Y (2021) Probabilistic linguistic multiple attribute group decision making for location planning of electric vehicle charging stations based on the generalized Dice similarity measures. Artif Intell Rev 54:4137–4167CrossRef
Zurück zum Zitat Xie W, Xu ZS, Ren Z (2017) Dual probabilistic linguistic term set and its application on the multi-criteria group decision-making problems. In: 2017 IEEE International Conference on industrial engg. and engg. management. IEEE, pp 1469–1474 Xie W, Xu ZS, Ren Z (2017) Dual probabilistic linguistic term set and its application on the multi-criteria group decision-making problems. In: 2017 IEEE International Conference on industrial engg. and engg. management. IEEE, pp 1469–1474
Zurück zum Zitat Xie W, Xu ZS, Ren Z, Viedma EH (2020) A new multi-criteria decision-making model based on incomplete dual probabilistic linguistic preference relations. Appl Soft Comput 91:106237CrossRef Xie W, Xu ZS, Ren Z, Viedma EH (2020) A new multi-criteria decision-making model based on incomplete dual probabilistic linguistic preference relations. Appl Soft Comput 91:106237CrossRef
Zurück zum Zitat Xue WT, Xu ZS, Mi X, Ren ZL (2021) Dynamic reference point method with probabilistic linguistic information based on the regret theory for public health emergency decision-making. Econ Res Ekonomska Istrazivanja 34(1):3355–3381CrossRef Xue WT, Xu ZS, Mi X, Ren ZL (2021) Dynamic reference point method with probabilistic linguistic information based on the regret theory for public health emergency decision-making. Econ Res Ekonomska Istrazivanja 34(1):3355–3381CrossRef
Zurück zum Zitat Yager RR (1988) On ordered weighted averaging aggregation operators in multi-criteria decision-making. IEEE Trans Syst Man Cybern 18(1):183–190CrossRef Yager RR (1988) On ordered weighted averaging aggregation operators in multi-criteria decision-making. IEEE Trans Syst Man Cybern 18(1):183–190CrossRef
Zurück zum Zitat Zadeh LA (1975) The concept of a linguistic variable and its application to approximate reasoning-I. Inf Sci 8(3):199–249MathSciNetCrossRef Zadeh LA (1975) The concept of a linguistic variable and its application to approximate reasoning-I. Inf Sci 8(3):199–249MathSciNetCrossRef
Zurück zum Zitat Zahid K, Akram M (2023) Multi-criteria group decision-making for energy production from municipal solid waste in Iran based on spherical fuzzy sets. Granul Comput 8(6):1299–1323CrossRef Zahid K, Akram M (2023) Multi-criteria group decision-making for energy production from municipal solid waste in Iran based on spherical fuzzy sets. Granul Comput 8(6):1299–1323CrossRef
Zurück zum Zitat Zahid K, Akram M, Kahraman C (2022) A new ELECTRE-based method for group decision-making with complex spherical fuzzy information. Knowl-Based Syst 243:108525CrossRef Zahid K, Akram M, Kahraman C (2022) A new ELECTRE-based method for group decision-making with complex spherical fuzzy information. Knowl-Based Syst 243:108525CrossRef
Metadaten
Titel
Dual probabilistic linguistic consensus reaching method for group decision-making
verfasst von
Abhijit Saha
Tapan Senapati
Muhammad Akram
Cengiz Kahraman
Radko Mesiar
Leena Arya
Publikationsdatum
01.06.2024
Verlag
Springer International Publishing
Erschienen in
Granular Computing / Ausgabe 2/2024
Print ISSN: 2364-4966
Elektronische ISSN: 2364-4974
DOI
https://doi.org/10.1007/s41066-024-00458-6

Weitere Artikel der Ausgabe 2/2024

Granular Computing 2/2024 Zur Ausgabe

Premium Partner