Comparison of stochastic frontier models using the Hyvarinen factor

被引:0
作者
Tsionas, Mike G. [1 ,2 ]
机构
[1] Montpellier Business Sch, 2300 Ave Moulins, F-34080 Montpellier, France
[2] Univ Lancaster, Management Sch, Lancaster LA1 4YX, England
关键词
Model comparison; Bayesian analysis; Hyvarinen factor; Markov Chain Monte Carlo;
D O I
10.1016/j.econlet.2021.109815
中图分类号
F [经济];
学科分类号
02 ;
摘要
Motivated by problems of model comparison using the Bayes factor, the recent literature proposed the use of Hyvarinen factors. We take up model comparison using Hyvarinen factors in the context of stochastic frontier models in the normal-half-normal, normal-truncated-normal, and normal-exponential cases. We illustrate the new techniques in a data set of large U.S. banks. (c) 2021 Elsevier B.V. All rights reserved.
引用
收藏
页数:5
相关论文
共 15 条
[1]  
Chib S., 2016, ARXIV160700292
[2]   Bayesian Model Selection Based on Proper Scoring Rules [J].
Dawid, A. Philip ;
Musio, Monica .
BAYESIAN ANALYSIS, 2015, 10 (02) :479-499
[3]  
Dawid AP, 2011, HBK PHILOS SCI, V7, P607
[4]  
Dawid AP., 2005, P 2 INT S INF GEOM I, P22
[5]   Computing Bayes factors by combining simulation and asymptotic approximations [J].
DiCiccio, TJ ;
Kass, RE ;
Raftery, A ;
Wasserman, L .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1997, 92 (439) :903-915
[6]   LOCAL PROPER SCORING RULES OF ORDER TWO [J].
Ehm, Werner ;
Gneiting, Tilmann .
ANNALS OF STATISTICS, 2012, 40 (01) :609-637
[7]   Reconsidering heterogeneity in panel data estimators of the stochastic frontier model [J].
Greene, W .
JOURNAL OF ECONOMETRICS, 2005, 126 (02) :269-303
[8]  
Hyvärinen A, 2005, J MACH LEARN RES, V6, P695
[9]  
Kumbhakar S.C., 2003, Stochastic Frontier Analysis
[10]   A Cost System Approach to the Stochastic Directional Technology Distance Function with Undesirable Outputs: The Case of us Banks in 2001-2010 [J].
Malikov, Emir ;
Kumbhakar, Subal C. ;
Tsionas, Mike G. .
JOURNAL OF APPLIED ECONOMETRICS, 2016, 31 (07) :1407-1429