An Improved Mixed-Integer DEA Approach to Determine the Most Efficient Unit

Authors

  • Bohlool Ebrahimi Department of Industrial Engineering, ACECR, Sharif branch, Tehran, Iran‎. https://orcid.org/0000-0002-3197-185X
  • Szabolcs Fischer Department of Transport Infrastructure and Water Resources Engineering, Széchenyi István University, Győr, Hungary.
  • Milos Milovancevic Department of Mechanical Design, Development and Engineering, University of Nis, Nis, Serbia‎.

DOI:

https://doi.org/10.22105/opt.v1i2.59

Keywords:

Data envelopment analysis, Best DMU, Mixed integer programming, Non-archimedean epsilon‎

Abstract

Recently, Lam [1] developed a two-step method to find the most efficient (the best) unit in Data Envelopment Analysis (DEA). The first step finds an appropriate value for the epsilon to use in the second step to find the best unit. Salahi and Toloo [2] showed that the approach of Lam [1] may fail to determine the best unit. To fill this gap, they proposed a new model to find a suitable value for the epsilon in the first step. The current paper shows that in some cases, we may have several most efficient DMUs such that we could not easily discriminate among them to determine one of them as the best DMU. Also, we show that the second step in the proposed approach by Lam and Salahi & Toloo, is redundant. We propose an improved approach that can find the best DMU by solving only one model. As a result, the calculation burden of the new approach is significantly less than the two mentioned approaches. A real numerical example is used to compare the results and show the usefulness of the new approach.

References

‎[1] ‎ Lam, K. F. (2015). In the determination of the most efficient decision making unit in data envelopment ‎analysis. Computers & industrial engineering, 79, 76–84. DOI: 10.1016/j.cie.2014.10.027‎

‎[2] ‎ Salahi, M., & Toloo, M. (2017). In the determination of the most efficient decision making unit in data ‎envelopment analysis: a comment. Computers & industrial engineering, 104, 216–218. DOI: ‎‎10.1016/j.cie.2016.12.032‎

‎[3] ‎ Amin, G. R., & Toloo, M. (2004). A polynomial-time algorithm for finding ε in DEA models. Computers ‎& operations research, 31(5), 803–805. DOI: 10.1016/S0305-0548(03)00072-8‎

‎[4] ‎ Cooper, W. W., Seiford, L. M., & Tone, K. (2007). Data envelopment analysis: a comprehensive text with ‎models, applications, references and DEA-solver software. Springer, New York, NY. DOI: 10.1007/b109347‎

‎[5] ‎ Andersen, P., & Petersen, N. C. (1993). A procedure for ranking efficient units in data envelopment ‎analysis. Management science, 39(10), 1261–1264. DOI: 10.1287/mnsc.39.10.1261‎

‎[6] ‎ Ertay, T., Ruan, D., & Tuzkaya, U. R. (2006). Integrating data envelopment analysis and analytic ‎hierarchy for the facility layout design in manufacturing systems. Information sciences, 176(3), 237–262. ‎DOI: 10.1016/j.ins.2004.12.001‎

‎[7] ‎ Toloo, M., & Salahi, M. (2018). A powerful discriminative approach for selecting the most efficient unit ‎in DEA. Computers & industrial engineering, 115, 269–277. DOI: 10.1016/j.cie.2017.11.011‎

‎[8] ‎ Foroughi, A. A. (2011). A new mixed integer linear model for selecting the best decision making units ‎in data envelopment analysis. Computers & industrial engineering, 60(4), 550–554. DOI: ‎‎10.1016/j.cie.2010.12.012‎

‎[9] ‎ Wang, Y.-M., & Jiang, P. (2012). Alternative mixed integer linear programming models for identifying ‎the most efficient decision making unit in data envelopment analysis. Computers & industrial ‎engineering, 62(2), 546–553. DOI: 10.1016/j.cie.2011.11.003‎

‎[10] ‎ Toloo, M. (2015). Alternative minimax model for finding the most efficient unit in data envelopment ‎analysis. Computers & industrial engineering, 81, 186–194. DOI: 10.1016/j.cie.2014.12.032‎

Published

2024-09-20

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How to Cite

Ebrahimi, B. ., Fischer, S. ., & Milovancevic, M. . (2024). An Improved Mixed-Integer DEA Approach to Determine the Most Efficient Unit. Optimality, 1(2), 224-231. https://doi.org/10.22105/opt.v1i2.59

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