Skip to main content
Erschienen in: Granular Computing 3/2018

16.04.2018 | Original Paper

Linguistic dynamic multicriteria decision making using symbolic linguistic computing models

verfasst von: Yeleny Zulueta-Veliz, Pedro J. Sanchez

Erschienen in: Granular Computing | Ausgabe 3/2018

Einloggen

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

search-config
loading …

Abstract

In fuzzy environments, decision information is more suitable to be expressed in linguistic labels than exact numerical values. A linguistic dynamic multicriteria decision making (LDMCDM) problem consists of a finite set of periods in which a set of experts express their evaluations about a finite set of alternatives on a linguistic term set, to select the best alternative of the problem. To deal with linguistic information in LDMCDM, two main symbolic linguistic computing models have been applied: the 2-tuple and the virtual linguistic computing models. In this contribution, we review these symbolic computing models and also propose a resolution scheme for solving LDMCDM problems. Special emphasis is put into time-dependent aggregation operators due to they are crucial in this type of problems. Thereafter we apply them to a green supplier selection problem to stress the suitability of the proposed resolution scheme, and to analyse the results obtained with both models mainly in terms of representation of linguistic outcomes as well as their interpretability and accuracy. Eventually, some challenges are introduced for further research.

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!

Literatur
Zurück zum Zitat Campanella G, Ribeiro R (2011) A framework for dynamic multiple-criteria decision making. Decis Support Syst 52(1):52–60CrossRef Campanella G, Ribeiro R (2011) A framework for dynamic multiple-criteria decision making. Decis Support Syst 52(1):52–60CrossRef
Zurück zum Zitat Carrasco R, Noz FM, Sánchez J, Liébana F (2012) A model for the integration of e-financial services questionnaires with SERVQUAL scales under fuzzy linguistic modeling. Expert Syst Appl 39(14):11,535–11,547CrossRef Carrasco R, Noz FM, Sánchez J, Liébana F (2012) A model for the integration of e-financial services questionnaires with SERVQUAL scales under fuzzy linguistic modeling. Expert Syst Appl 39(14):11,535–11,547CrossRef
Zurück zum Zitat Dong Q, Guo Y (2013) Multiperiod multiattribute decision-making method based on trend incentive coefficient. Int Trans Oper Res 20:141–152MathSciNetCrossRefMATH Dong Q, Guo Y (2013) Multiperiod multiattribute decision-making method based on trend incentive coefficient. Int Trans Oper Res 20:141–152MathSciNetCrossRefMATH
Zurück zum Zitat Dubois D, Prade H (1980) Fuzzy sets and systems: theory and applications. Kluwer, DordrechtMATH Dubois D, Prade H (1980) Fuzzy sets and systems: theory and applications. Kluwer, DordrechtMATH
Zurück zum Zitat Herrera F, Herrera-Viedma E (2000) Linguistic decision analysis: steps for solving decision problems under linguistic information. Fuzzy Sets Syst 115:67–82MathSciNetCrossRefMATH Herrera F, Herrera-Viedma E (2000) Linguistic decision analysis: steps for solving decision problems under linguistic information. Fuzzy Sets Syst 115:67–82MathSciNetCrossRefMATH
Zurück zum Zitat Herrera F, Martínez L (2000) A 2-tuple fuzzy linguistic representation model for computing with words. IEEE Trans Fuzzy Syst 8(6):746–752CrossRef Herrera F, Martínez L (2000) A 2-tuple fuzzy linguistic representation model for computing with words. IEEE Trans Fuzzy Syst 8(6):746–752CrossRef
Zurück zum Zitat Ho N, Wechler W (1990) Hedge algebras: an algebraic approach to structures of sets of linguistic domains of linguistic truth variable. Fuzzy Sets Syst 35(3):281–293CrossRefMATH Ho N, Wechler W (1990) Hedge algebras: an algebraic approach to structures of sets of linguistic domains of linguistic truth variable. Fuzzy Sets Syst 35(3):281–293CrossRefMATH
Zurück zum Zitat Liao H, Xu Z, Xu J (2014) An approach to hesitant fuzzy multi-stage multi-criterion decision making. Kybernetes 43(9):1447–1468MathSciNetCrossRef Liao H, Xu Z, Xu J (2014) An approach to hesitant fuzzy multi-stage multi-criterion decision making. Kybernetes 43(9):1447–1468MathSciNetCrossRef
Zurück zum Zitat Lin Y, Lee P, Ting H (2008) Dynamic multi-attribute decision making model with grey number evaluations. Expert Syst Appl 35:1638–1644CrossRef Lin Y, Lee P, Ting H (2008) Dynamic multi-attribute decision making model with grey number evaluations. Expert Syst Appl 35:1638–1644CrossRef
Zurück zum Zitat Meng F, Tang J (2013) Extended 2-tuple linguistic hybrid aggregation operators and their application to multi-attribute group decision making. Int J Comput Intell Syst 4(2):1–14 Meng F, Tang J (2013) Extended 2-tuple linguistic hybrid aggregation operators and their application to multi-attribute group decision making. Int J Comput Intell Syst 4(2):1–14
Zurück zum Zitat Merigó J, Casanovas M (2010) Linguistic weighted aggregation under confidence levels. Decis Mak Distance Meas Linguist Aggreg Oper 12(3):190–198 Merigó J, Casanovas M (2010) Linguistic weighted aggregation under confidence levels. Decis Mak Distance Meas Linguist Aggreg Oper 12(3):190–198
Zurück zum Zitat Merigó J, Gil-Lafuente A (2013) Induced 2-tuple linguistic generalized aggregation operators and their application in decision-making. Inf Sci 236:1–16MathSciNetCrossRefMATH Merigó J, Gil-Lafuente A (2013) Induced 2-tuple linguistic generalized aggregation operators and their application in decision-making. Inf Sci 236:1–16MathSciNetCrossRefMATH
Zurück zum Zitat Miyamoto S (2004) Fuzzy decision making based on likelihood-based comparison relations of hesitant fuzzy linguistic term sets and hesitant fuzzy linguistic operators. Int J Intell Syst 19(7):639–652CrossRef Miyamoto S (2004) Fuzzy decision making based on likelihood-based comparison relations of hesitant fuzzy linguistic term sets and hesitant fuzzy linguistic operators. Int J Intell Syst 19(7):639–652CrossRef
Zurück zum Zitat de Oliveira Moura-Santos L, Osiro L, Palma-Lima R (2017) A model based on 2-tuple fuzzy linguistic representation and analytic hierarchy process for supplier segmentation using qualitative and quantitative criteria. Expert Syst Appl 79(Supplement C):53–64. https://doi.org/10.1016/j.eswa.2017.02.032 de Oliveira Moura-Santos L, Osiro L, Palma-Lima R (2017) A model based on 2-tuple fuzzy linguistic representation and analytic hierarchy process for supplier segmentation using qualitative and quantitative criteria. Expert Syst Appl 79(Supplement C):53–64. https://​doi.​org/​10.​1016/​j.​eswa.​2017.​02.​032
Zurück zum Zitat Park J, Kwun Y, Koo J (2010) Dynamic linguistic weighted averaging operators applied to decision making. In: Proceedings of the 2010 IEEE IEEM, pp 921–925 Park J, Kwun Y, Koo J (2010) Dynamic linguistic weighted averaging operators applied to decision making. In: Proceedings of the 2010 IEEE IEEM, pp 921–925
Zurück zum Zitat Pedrycz W (2013) Granular computing: analysis and design of intelligent systems. CRC Press, Boca RatonCrossRef Pedrycz W (2013) Granular computing: analysis and design of intelligent systems. CRC Press, Boca RatonCrossRef
Zurück zum Zitat Pedrycz W, Chen S (2011) Granular computing and intelligent systems: design with information granules of higher order and higher type. Springer, HeidelbergCrossRef Pedrycz W, Chen S (2011) Granular computing and intelligent systems: design with information granules of higher order and higher type. Springer, HeidelbergCrossRef
Zurück zum Zitat Pedrycz W, Chen S (2015a) Granular computing and decision-making: interactive and iterative approaches. Springer, HeidelbergCrossRef Pedrycz W, Chen S (2015a) Granular computing and decision-making: interactive and iterative approaches. Springer, HeidelbergCrossRef
Zurück zum Zitat Pedrycz W, Chen S (2015b) Information Granularity, big data, and computational intelligence. Springer, HeidelbergCrossRef Pedrycz W, Chen S (2015b) Information Granularity, big data, and computational intelligence. Springer, HeidelbergCrossRef
Zurück zum Zitat Peng D, Wang H (2014) Dynamic hesitant fuzzy aggregation operators in multi-period decision making. Kybernetes 43(5):715–736MathSciNetCrossRef Peng D, Wang H (2014) Dynamic hesitant fuzzy aggregation operators in multi-period decision making. Kybernetes 43(5):715–736MathSciNetCrossRef
Zurück zum Zitat Ribeiro R, Pais T, Simoes L (2010) Benefits of full-reinforcement operators for spacecraft target landing. Stud Fuzziness Soft Comput 257:353–367CrossRefMATH Ribeiro R, Pais T, Simoes L (2010) Benefits of full-reinforcement operators for spacecraft target landing. Stud Fuzziness Soft Comput 257:353–367CrossRefMATH
Zurück zum Zitat Rodríguez R, Martínez L (2013) An analysis of symbolic linguistic computing models in decision making. Int J Gen Syst 42(1):121–136MathSciNetCrossRefMATH Rodríguez R, Martínez L (2013) An analysis of symbolic linguistic computing models in decision making. Int J Gen Syst 42(1):121–136MathSciNetCrossRefMATH
Zurück zum Zitat Wang J, Wang D, Zhang H, Chen X (2013) Multi-criteria group decision making method based on interval 2-tuple linguistic information and choquet integral aggregation operators. Soft Comput 19(2):389–405CrossRefMATH Wang J, Wang D, Zhang H, Chen X (2013) Multi-criteria group decision making method based on interval 2-tuple linguistic information and choquet integral aggregation operators. Soft Comput 19(2):389–405CrossRefMATH
Zurück zum Zitat Wei G (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 37:7895–7900CrossRef Wei G (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 37:7895–7900CrossRef
Zurück zum Zitat Xu Y, Wang H (2011b) Distance measure for linguistic decision making. Syst Eng Proc 1:450–456CrossRef Xu Y, Wang H (2011b) Distance measure for linguistic decision making. Syst Eng Proc 1:450–456CrossRef
Zurück zum Zitat Xu Z (2005b) Extended eiowg operator and ita use in group decision making based on multiplicative linguistic preference relations. Am J Appl Sci 2(3):633–643CrossRef Xu Z (2005b) Extended eiowg operator and ita use in group decision making based on multiplicative linguistic preference relations. Am J Appl Sci 2(3):633–643CrossRef
Zurück zum Zitat Xu Z (2008) On multi-period multi-attribute decision making. Knowl Based Syst 21(2):164–171CrossRef Xu Z (2008) On multi-period multi-attribute decision making. Knowl Based Syst 21(2):164–171CrossRef
Zurück zum Zitat Xu Z, Yager R (2008) Dynamic intuitionistic fuzzy multi-attribute decision making. Int J Approx Reason 48(1):246–262CrossRefMATH Xu Z, Yager R (2008) Dynamic intuitionistic fuzzy multi-attribute decision making. Int J Approx Reason 48(1):246–262CrossRefMATH
Zurück zum Zitat Yager R, Rybalov A (1998) Full reinforcement operators in aggregation techniques. Syst Man Cybern Part B Cybern IEEE Trans 28(6):757–769CrossRef Yager R, Rybalov A (1998) Full reinforcement operators in aggregation techniques. Syst Man Cybern Part B Cybern IEEE Trans 28(6):757–769CrossRef
Zurück zum Zitat Zhang C, Su W, Zeng S, Zhang L (2015) Linguistic weighted aggregation under confidence levels. Math Probl Eng 2015:1–8MathSciNet Zhang C, Su W, Zeng S, Zhang L (2015) Linguistic weighted aggregation under confidence levels. Math Probl Eng 2015:1–8MathSciNet
Zurück zum Zitat Zhang L, Zou H, Yang F (2011) A dynamic web service composition algorithm based on topsis. J Netw 6(9):1296–1304 Zhang L, Zou H, Yang F (2011) A dynamic web service composition algorithm based on topsis. J Netw 6(9):1296–1304
Zurück zum Zitat Zhu Q, Li H, Yu M (2013) Dynamic multi-attribute decision making based on advantage retention degree. J Inf Comput Sci 10(04):1105–1119CrossRef Zhu Q, Li H, Yu M (2013) Dynamic multi-attribute decision making based on advantage retention degree. J Inf Comput Sci 10(04):1105–1119CrossRef
Zurück zum Zitat Zulueta Y, Martell V, Martínez L (2013a) A dynamic multi-expert multi-criteria decision making model for risk analysis. Lectu Notes Comput Sci Lectu Notes Artif Intelli Mexico 8265:132–143 Zulueta Y, Martell V, Martínez L (2013a) A dynamic multi-expert multi-criteria decision making model for risk analysis. Lectu Notes Comput Sci Lectu Notes Artif Intelli Mexico 8265:132–143
Zurück zum Zitat Zulueta Y, Martínez J, Bello R, Martínez L (2013b) A discrete time variable index for supporting dynamic multi-criteria decision making. Int J Uncertainty Fuzziness Knowl Based Syst 22(1):1–22MathSciNetCrossRefMATH Zulueta Y, Martínez J, Bello R, Martínez L (2013b) A discrete time variable index for supporting dynamic multi-criteria decision making. Int J Uncertainty Fuzziness Knowl Based Syst 22(1):1–22MathSciNetCrossRefMATH
Metadaten
Titel
Linguistic dynamic multicriteria decision making using symbolic linguistic computing models
verfasst von
Yeleny Zulueta-Veliz
Pedro J. Sanchez
Publikationsdatum
16.04.2018
Verlag
Springer International Publishing
Erschienen in
Granular Computing / Ausgabe 3/2018
Print ISSN: 2364-4966
Elektronische ISSN: 2364-4974
DOI
https://doi.org/10.1007/s41066-018-0088-3

Weitere Artikel der Ausgabe 3/2018

Granular Computing 3/2018 Zur Ausgabe