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A Bayesian approach to statistical inference in stochastic DEA
Authors:Efthymios G Tsionas  Emmanuel N Papadakis
Institution:Department of Economics, Athens University of Economics and Business, 76 Patission Street, 104 34 Athens, Greece
Abstract:Stochastic DEA can deal effectively with noise in the non-parametric measurement of efficiency but unfortunately formal statistical inference on efficiency measures in not possible. In this paper, we provide a Bayesian approach to the problem organized around simulation techniques that allow for finite-sample inferences on efficiency scores. The new methods are applied to efficiency analysis of the Greek banking system for the period 1993–1999. The results show that the majority of the Greek banks operate close to best market practices.
Keywords:Efficiency measurement  Stochastic DEA  Bayesian methods  Statistical inference
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