A hybrid approach to apply dematel in a multi-criteria setting

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Frederico Silva Valentim Sallum
Luiz Flavio Autran Monteiro Gomes
Maria Augusta Soares Machado
Leonardo Silva Valentim Sallum
صندلی اداری

Abstract

The DEMATEL method has been applied in the Decision Sciences in several studies. However, one has not been able to apply DEMATEL directly to a multi-criteria matrix formed by a set of alternatives and a set of criteria yet. In order to approach this, we propose a novel way to apply DEMATEL to a multi-criteria matrix for ranking a set of alternatives according to their performances in a set of criteria. For accomplishing this, we consider the set of alternatives in a classical multi-criteria problem as the set of components used in a usual DEMATEL application. To set up the influence degree among studied components, we used the preference index of PROMÉTHÉE II. Such preference index takes into consideration the performances of alternatives on all criteria to establish each influence degree. Thereby, we denote the influence degree by preference degree. This new approach is applied to a case study and results are compared against those of three multi-criteria methods. It is then possible to note small, understandable differences among the rankings. This hybrid approach has therefore shown to be theoretically sound and feasible to be used in the practice of Multi-Criteria Decision Analysis.

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AKYÜS, G.; TOSUN, Ö.; AKA, S. (2018) Multi-criteria decision-making approach for evaluation of supplier performance with MACBETH method. International Journal of Information and Decision Sciences, v. 10, n. 3, p. 249-262.

ALTUNTAS, S.; DERELI, T. (2015) A novel approach based on DEMATEL method and patent citation analysis for prioritizing a portfolio of investment projects. Expert Systems with Applications, v. 42, n. 3, p. 1003-1012.

BAYKASOĞLU, A.; GÖLCÜK, I. (2017) Development of an interval type-2 fuzzy sets based hierarchical MADM model by combining DEMATEL and TOPSIS. Expert Systems with Applications, v. 70, p. 37-51.

BELTON, V.; STEWART, J. T. (2002) Multiple criteria decision analysis an integrated approach. Boston: Kluwer Academic Publishers.

BRANS, J. P.; VINCKE, P. (1985) A preference ranking organization method (the PROMETHEE method for multiple criteria decision-making). Management Science, v. 31, p. 647-656.

FONTELA, E.; GABUS, A. (1976) The DEMATEL observer (DEMATEL 1976 report). Battelle Geneva Research Centre.

GABUS, A.; FONTELA, E. (1972) World problems, an invitation to further thought within the framework of DEMATEL. Battelle Geneva Research Centre.

GABUS, A.; FONTELA, E. (1973) Perceptions of the world problematique: Communication procedure, communication with those bearing collective responsibility (DEMATEL Report 1). Battelle Geneva Research Centre.

GÖLCÜK, I.; BAYKASOĞLU, A. (2016) An analysis of DEMATEL approaches for criteria interaction handling within ANP. Expert Systems with Applications, v. 46, p. 346-366.

GOMES, L. F. A. M.; LIMA, M. M. P. P. (1991) TODIM: Basics and application to multicriteria ranking of projects with environmental impacts. Foundations of Computing and Decision Sciences, v. 16, n. 3-4, p. 113-127.

GOMES, L. F. A. M.; RANGEL, L. A. D. (2009) An application of the TODIM method to multicriteria rental evaluation of residential properties. European Journal of Operational Research, v. 193, n. 1, p. 204-211.

HSU, C.-C. (2012) Evaluation criteria for blog design and analysis of causal relationship using factors analysis and DEMATEL. Expert Systems with Applications, v. 39, n. 1, p. 187-193.

HWANG, C. L.; YOON, K. (1981) Multiple attribute decision making: methods and applications. Berlin: Springer-Verlag.

JATI, H.; DOMINIC, D. D. (2017) A new approach of Indonesian university webometrics ranking using Entropy and PROMÉTHÉE II. Procedia Computer Science, v. 124, p. 444-451.

LI, Y.; HU, Y.; ZHANG, X.; DENG, Y.; MAHADEVAN, S. (2014) An evidential DEMATEL method to identify critical success factors in emergency management. Applied Soft Computing, v. 22, p. 504-510.

OPRICOVIC, S.; TZENG, G.-H. (2004) Compromise solution by MCDM methods: A comparative analysis of VIKOR and TOPSIS. European Journal of Operational Research, v. 156, n. 2, p. 445-455.

POMEROL, J.-C.; BARBA-ROMERO, S. (2000) Multicriterion Decision in Management: principles and Practice. New York: Kluwer Academic Publisher.

QUEZADA, L. E.; LÓPEZ-OPINA, H. A.; PALOMINOS, P. I.; ODDERSHEDE, A. M. (2018) Identifying causal relationships in strategy maps using ANP and DEMATEL. Computers & Industrial Engineering, v. 118, p.170-179.

SAATY, T. L. (1980) The analytic hierarchy process. New York: Mc Graw Hill.

SALLUM, F. S. V.; GOMES, L. F. A. M.; MACHADO, M. A. S. (2018) A DEMATEL-TOPSIS-WINGS approach to the classification of multimarket investment funds. Independent Journal of Management & Production, v. 9, n. 4, p. 1203-1234.

SHARMA, R.; GARG, S. (2015) Selecting the best operational strategy for job shop system: and ANP approach. International Journal of Industrial and Systems Engineering, v. 20, n. 5, p. 231-262.

SHIEH, J.-I.; WU, H.-H.; HUANG, K.-K. (2010) A DEMATEL method in identifying key success factors of hospital service quality. Knowledge-Based Systems, v. 23, n. 3, p. 277-282.

SREENIVASULU, R.; SRINIVASARAO, C. (2016) Optimization od surface roughness, circularity deviation and selection of different alluminum alloys during drilling for automotive and aerospace industry. Independent Journal of Management & Production, v. 7, n. 2, p. 413-430.

TSENG, M.-L. (2011) Using a hybrid MCDM model to evaluate firm environmental knowledge management in uncertainty. Applied Soft Computing, v. 11, n. 1, p. 1340-1352.

VELASQUEZ, M.; HESTER, P. T. (2013) An analysis of multi-criteria decision making methods. International Journal of Operations Research, v. 10, n. 2, p. 56-66.

WANG, W.-C.; LIN, Y.-H.; LIN, C.-L.; CHUNG, C.-H.; LEE, M.-T. (2012) DEMATEL-based model to improve the performance in a matrix organization. Expert Systems with Applications, v. 39, n. 5, p. 4978-4986.

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