Bayesian and non-Bayesian analysis of gamma stochastic frontier models by Markov chain Monte Carlo methods

被引:7
作者
Kozumi, H [1 ]
Zhang, XY
机构
[1] Kobe Univ, Grad Sch Business Adm, Kobe, Hyogo 6578501, Japan
[2] Okayama Univ, Fac Econ, Okayama 7008530, Japan
关键词
acceptance-rejection Metropolis-Hastings algorithm; auxiliary variable method; marginal likelihood; Markov chain Monte Carlo; stochastic approximation; stochastic frontier model;
D O I
10.1007/BF02741316
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
This paper considers simulation-based approaches for the gamma stochastic frontier model. Efficient Markov chain Monte Carlo methods are proposed for sampling the posterior distribution of the parameters. Maximum likelihood estimation is also discussed based on the stochastic approximation algorithm. The methods are applied to a data set of the U.S. electric utility industry.
引用
收藏
页码:575 / 593
页数:19
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