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An Average Derivative Estimation of Stochastic Frontiers
Authors:Huang  Cliff J  Fu  Tsu-Tan
Institution:(1) Department of Economics, Vanderbilt University, Nashville, Tennessee, U.S.A;(2) Institute of Economics, Academia Sinica Nankang, Taipei, Taiwan
Abstract:This paper utilizes the average derivative estimation of Stoker (1986) and the pesudo-likelihood estimation of Fan, Li, and Weersink (1996) to estimate a semiparametric stochastic frontier regression, y = g(x) + epsi, where the function g(.)is unknown and epsi is a composite error in a standard setting. The proposed semiparametric method of estimation is applied to data on farmers' credit unions in Taiwan. Empirical results show that the banking services of the farmers' credit unions is subject to economies of scale, but high degree of cost inefficiency in operation.
Keywords:Average derivative estimation  semiparametric stochastic frontier  efficiency measurement  Taiwan farmers' credit unions
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