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DEA by sequential exclusion of alternatives in heterogeneous samples

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  • Fuad Aleskerov

    (Faculty of Economic Sciences, Department of Mathematics, National Research University Higher School of Economics, 20 Myasnickaya Str., Moscow 101000, Russia2Institute of Control Science of Russian Academy of Sciences, 65 Profsouznaya Str., Moscow 117997, Russia)

  • Vsevolod Petrushchenko

    (International Laboratory of Decision Choice and Analysis, National Research University Higher School of Economics, 20 Myasnickaya Str., Moscow 101000, Russia)

Abstract

Data Envelopment Analysis (DEA) is a well-known nonparametric technique of efficiency evaluation which is actively used in many economic applications. However, DEA is not very well applicable when a sample consists of firms operating under drastically different conditions. We offer a new method of efficiency estimation in heterogeneous samples based on a sequential exclusion of alternatives and standard DEA approach. We show a connection between efficiency scores obtained via standard DEA model and the ones obtained via our algorithm. We also illustrate our model by evaluating 28 Russian universities and compare the results obtained by two techniques.

Suggested Citation

  • Fuad Aleskerov & Vsevolod Petrushchenko, 2016. "DEA by sequential exclusion of alternatives in heterogeneous samples," International Journal of Information Technology & Decision Making (IJITDM), World Scientific Publishing Co. Pte. Ltd., vol. 15(01), pages 5-22, January.
    • Handle: RePEc:wsi:ijitdm:v:15:y:2016:i:01:n:s021962201550042x
    DOI: 10.1142/S021962201550042X
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    References listed on IDEAS

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    1. Per Andersen & Niels Christian Petersen, 1993. "A Procedure for Ranking Efficient Units in Data Envelopment Analysis," Management Science, INFORMS, vol. 39(10), pages 1261-1264, October.
    2. Yao Chen & Hiroshi Morita & Joe Zhu, 2005. "Context-Dependent Dea With An Application To Tokyo Public Libraries," International Journal of Information Technology & Decision Making (IJITDM), World Scientific Publishing Co. Pte. Ltd., vol. 4(03), pages 385-394.
    3. Harold Fried & Shelton Schmidt & Suthathip Yaisawarng, 1999. "Incorporating the Operating Environment Into a Nonparametric Measure of Technical Efficiency," Journal of Productivity Analysis, Springer, vol. 12(3), pages 249-267, November.
    4. Ferrier, Gary D. & Lovell, C. A. Knox, 1990. "Measuring cost efficiency in banking : Econometric and linear programming evidence," Journal of Econometrics, Elsevier, vol. 46(1-2), pages 229-245.
    5. Gang Kou & Yanqun Lu & Yi Peng & Yong Shi, 2012. "Evaluation Of Classification Algorithms Using Mcdm And Rank Correlation," International Journal of Information Technology & Decision Making (IJITDM), World Scientific Publishing Co. Pte. Ltd., vol. 11(01), pages 197-225.
    6. M Meimand & R Y Cavana & R Laking, 2002. "Using DEA and survival analysis for measuring performance of branches in New Zealand's Accident Compensation Corporation," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 53(3), pages 303-313, March.
    7. Charnes, A. & Cooper, W. W. & Rhodes, E., 1978. "Measuring the efficiency of decision making units," European Journal of Operational Research, Elsevier, vol. 2(6), pages 429-444, November.
    8. Joseph G. Hirschberg & Jenny N. Lye, 2001. "Clustering in a Data Envelopment Analysis Using Bootstrapped Efficiency Scores," Department of Economics - Working Papers Series 800, The University of Melbourne.
    9. Yiannis G. Smirlis & Dimitris K. Despotis, 2012. "Relaxing The Impact Of Extreme Units In Data Envelopment Analysis," International Journal of Information Technology & Decision Making (IJITDM), World Scientific Publishing Co. Pte. Ltd., vol. 11(05), pages 893-907.
    10. A. Charnes & W. W. Cooper & E. Rhodes, 1981. "Evaluating Program and Managerial Efficiency: An Application of Data Envelopment Analysis to Program Follow Through," Management Science, INFORMS, vol. 27(6), pages 668-697, June.
    11. R. D. Banker & A. Charnes & W. W. Cooper, 1984. "Some Models for Estimating Technical and Scale Inefficiencies in Data Envelopment Analysis," Management Science, INFORMS, vol. 30(9), pages 1078-1092, September.
    12. Rajiv D. Banker & Richard C. Morey, 1986. "The Use of Categorical Variables in Data Envelopment Analysis," Management Science, INFORMS, vol. 32(12), pages 1613-1627, December.
    13. Samoilenko, Sergey & Osei-Bryson, Kweku-Muata, 2010. "Determining sources of relative inefficiency in heterogeneous samples: Methodology using Cluster Analysis, DEA and Neural Networks," European Journal of Operational Research, Elsevier, vol. 206(2), pages 479-487, October.
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    Cited by:

    1. Y. c{C}inar, 2016. "Research and Teaching Efficiencies of Turkish Universities with Heterogeneity Considerations: Application of Multi-Activity DEA and DEA by Sequential Exclusion of Alternatives Methods," Papers 1701.07318, arXiv.org.
    2. Irina V. Abankina & Fuad T. Aleskerov & Veronika Yu. Belousova & Leonid M. Gokhberg & Kirill V. Zinkovsky & Sofya G. Kiselgof & Vsevolod Petrushchenko & Sergey V. Shvydun, 2015. "Performance-Based Typology Of Universities: Evidence From Russia," HSE Working papers WP BRP 33/STI/2015, National Research University Higher School of Economics.
    3. Tien-Hsiang Chang & Ling-Jing Kao & Tsung-Yin Ou & Hsin-Pin Fu, 2018. "A Hybrid Method to Measure the Operational Performance of Fast Food Chain Stores," International Journal of Information Technology & Decision Making (IJITDM), World Scientific Publishing Co. Pte. Ltd., vol. 17(04), pages 1269-1298, July.

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