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2014 | 15(XV) | nr 2 | 317--329
Tytuł artykułu

A Multi-Product Version of the DEA+ Method

Autorzy
Treść / Zawartość
Warianty tytułu
Języki publikacji
EN
Abstrakty
EN
The paper presents the DEA+ method as a tool for estimating the production function and the measure of technical efficiency in data points. A multi-product case is considered. Presentation of the underlying semiparametric frontier model is followed by demonstration of the very algorithm of DEA+ and a discussion of its validity. Finally, the method is illustrated with an empirical example with selected model distributions for each random variable constituting the composed error. (original abstract)
Twórcy
  • Cracow University of Economics, Poland
Bibliografia
  • Aigner D., Lovell C. A. K., Schmidt P. (1977) Formulation and estimation of stochastic frontier models, Journal of Econometrics, Vol. 6, pp. 21-37.
  • Banker R.D. (1993) Maximum Likelihood, Consistency and Data Envelopment Analysis: A Statistical Foundation, Management Science, Vol. 39 (10), pp. 1265-1273.
  • Banker R., Charnes A., Cooper W. 1984 Some models for estimating technical and scale inefficiencies in DEA, Management Science, Vol. 30 (9), pp. 1078-1091.
  • Bierens H.J. (1994) Topics in advanced econometrics, Cambridge University Press, Cambridge.
  • DeBoer L. (1992) Economies of scale and input substitution in public libraries, Journal of Urban Economics, Vol. 32, pp. 257-268.
  • Gstach D. (1998) Another approach to Data Envelopment Analysis in noisy environments: DEA+, Journal of Productivity Analysis, Vol. 9, pp. 161-176.
  • Gstach D. (1999) Technical efficiency in noisy multi-output settings, CEJOR, Vol. 7, pp. 93-110.
  • Kumbhakar S.C., Lovell C.A.K. (2000) Stochastic frontier analysis, Cambridge University Press, Cambridge.
  • Kuosmanen T., Kortelainen M. (2012) Stochastic non-smooth envelopment of data: semiparametric frontier estimation subject to shape constraints, Journal of Productivity Analysis, Vol. 38, pp. 11-28.
  • Meeusen W., Van den Broeck J. (1977) Efficiency estimation from Cobb-Douglas production functions with composed error, International Economic Review, Vol. 18 (2), pp. 435-444.
  • Osiewalski J., Osiewalska A. (2006) Stochastic cost frontier function for Polish public libraries, in "Space-time modelling and forecasting of economic phenomena" (ed. Zeliaś), pp. 179-193, Cracow Academy of Economics Publishing House, Cracow (in Polish).
  • Prędki A. (2012) Selected estimation methods in the semiparametric frontier model, Statistical Review, Vol. 59 (3), pp. 215-232 (in Polish).
  • Prędki A. (2014) Single-product version of the DEA+ method, Statistical Review, Vol. 61 (2), pp. 115-129 (in Polish).
Typ dokumentu
Bibliografia
Identyfikatory
Identyfikator YADDA
bwmeta1.element.ekon-element-000171326495

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