Bayesian stochastic frontier analysis using WinBUGS

被引:115
作者
Griffin, Jim E. [1 ]
Steel, Mark F. J. [1 ]
机构
[1] Univ Warwick, Dept Stat, Coventry CV4 7AL, W Midlands, England
关键词
efficiency; Markov chain Monte Carlo; model comparison; regularity; software;
D O I
10.1007/s11123-007-0033-y
中图分类号
F [经济];
学科分类号
02 ;
摘要
Markov chain Monte Carlo (MCMC) methods have become a ubiquitous tool in Bayesian analysis. This paper implements MCMC methods for Bayesian analysis of stochastic frontier models using the WinBUGS package, a freely available software. General code for cross-sectional and panel data are presented and various ways of summarizing posterior inference are discussed. Several examples illustrate that analyses with models of genuine practical interest can be performed straightforwardly and model changes are easily implemented. Although WinBUGS may not be that efficient for more complicated models, it does make Bayesian inference with stochastic frontier models easily accessible for applied researchers and its generic structure allows for a lot of flexibility in model specification.
引用
收藏
页码:163 / 176
页数:14
相关论文
共 30 条
[1]  
Aigner D., 1977, Journal of Econometrics, V6, P21, DOI [DOI 10.1016/0304-4076(77)90052-5, 10.1016/0304-4076(77)90052-5]
[2]  
Arickx F, 1997, COMPUTATION STAT, V12, P403
[3]  
AZZALINI A, 1985, SCAND J STAT, V12, P171
[4]  
Battese G.E., 1995, Empirical Economics, V20, P325, DOI DOI 10.1007/BF01205442
[5]  
Battese GE., 1992, J PROD ANALY, V3, P153, DOI [10.1007/BF00158774, DOI 10.1007/BF00158774, 10.1007/bf00158774]
[6]   ECONOMIES OF SCALE IN UNITED-STATES ELECTRIC-POWER GENERATION [J].
CHRISTENSEN, LR ;
GREENE, WH .
JOURNAL OF POLITICAL ECONOMY, 1976, 84 (04) :655-676
[7]   Current developments in productivity and efficiency measurement [J].
Dorfman, JH ;
Koop, G .
JOURNAL OF ECONOMETRICS, 2005, 126 (02) :233-240
[8]   Production efficiency in the Austrian insurance industry: A Bayesian examination [J].
Ennsfellner, KC ;
Lewis, D ;
Anderson, RI .
JOURNAL OF RISK AND INSURANCE, 2004, 71 (01) :135-159
[9]   Multiple-output production with undesirable outputs:: An application to nitrogen surplus in agriculture [J].
Fernández, C ;
Koop, G ;
Steel, MFJ .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 2002, 97 (458) :432-442
[10]   A GAMMA-DISTRIBUTED STOCHASTIC FRONTIER MODEL [J].
GREENE, WH .
JOURNAL OF ECONOMETRICS, 1990, 46 (1-2) :141-163