CENTERED-RESIDUALS-BASED MOMENT ESTIMATOR AND TEST FOR STOCHASTIC FRONTIER MODELS

被引:15
作者
Chen, Yi-Ting [1 ]
Wang, Hung-Jen [2 ]
机构
[1] Acad Sinica, Inst Econ, Taipei 115, Taiwan
[2] Natl Taiwan Univ, Dept Econ, Taipei 10764, Taiwan
关键词
Centered residuals; Method of moments; Specification test; Stochastic frontier model; 2-TIERED EARNINGS FRONTIER; MONTE-CARLO ANALYSIS; INFORMATION;
D O I
10.1080/07474938.2011.608037
中图分类号
F [经济];
学科分类号
02 ;
摘要
The composed error of a stochastic frontier (SF) model consists of two random variables, and the identification of the model relies heavily on the distribution assumptions for each of these variables. While the literature has put much effort into applying various SF models to a wide range of empirical problems, little has been done to test the distribution assumptions of these two variables. In this article, by exploiting the specification structures of the SF model, we propose a centered-residuals-based method of moments which can be easily and flexibly applied to testing the distribution assumptions on both of the random variables and to estimating the model parameters. A Monte Carlo simulation is conducted to assess the performance of the proposed method. We also provide two empirical examples to demonstrate the use of the proposed estimator and test using real data.
引用
收藏
页码:625 / 653
页数:29
相关论文
共 30 条
[1]  
Aigner D., 1977, J. Econ., V6, P21, DOI [DOI 10.1016/0304-4076(77)90052-5, 10.1016/0304-4076(77)90052-5]
[2]  
[Anonymous], 1994, HDB ECONOMETRICS
[3]  
[Anonymous], 2003, A primer on statistical distributions
[4]  
Chen Y.-T., 2008, MOMENT TESTS S UNPUB
[5]   ESTIMATORS AND HYPOTHESIS TESTS FOR A STOCHASTIC FRONTIER FUNCTION - A MONTE-CARLO ANALYSIS [J].
COELLI, T .
JOURNAL OF PRODUCTIVITY ANALYSIS, 1995, 6 (03) :247-268
[6]  
Considine TJ, 2000, ENERGY J, V21, P83
[7]   FOLDED NORMAL DISTRIBUTION - 2 METHODS OF ESTIMATING PARAMETERS FROM MOMENTS [J].
ELANDT, RC .
TECHNOMETRICS, 1961, 3 (04) :551-&
[8]   ON THE ESTIMATION OF A FLEXIBLE FRONTIER PRODUCTION-MODEL [J].
GREENE, WH .
JOURNAL OF ECONOMETRICS, 1980, 13 (01) :101-115
[9]  
Hall A.R., 2005, Generalized Method of Moments
[10]   LARGE SAMPLE PROPERTIES OF GENERALIZED-METHOD OF MOMENTS ESTIMATORS [J].
HANSEN, LP .
ECONOMETRICA, 1982, 50 (04) :1029-1054