Comparison of regime switching, probit and logit models in dating and forecasting US business cycles

被引:18
作者
Layton, AP
Katsuura, M
机构
[1] Queensland Univ Technol, Sch Econ & Finance, Brisbane, Qld 4001, Australia
[2] Meijo Univ, Dept Econ, Nagoya, Aichi 4688502, Japan
关键词
business cycles; regime switching model; logit and probit model; quadratic probability score;
D O I
10.1016/S0169-2070(01)00096-6
中图分类号
F [经济];
学科分类号
02 ;
摘要
Three non-linear model specifications are tested for their efficacy in dating and forecasting US business cycles, viz. a probit specification, a logit specification - both binomial and multinomial alternatives - and a markov, regime-switching specification. The models employ leading indicators compiled by the Economic Cycle Research Institute as putative explanators. They are tested within sample to determine their relative abilities to produce a business cycle chronology similar to the official NBER chronology. They are also tested in a post-sample context to test their relative abilities in anticipating future turning points with the result that the regime-switching model with time-varying transition probabilities performs the best. (C) 2001 International Institute of Forecasters. Published by Elsevier Science B.V.
引用
收藏
页码:403 / 417
页数:15
相关论文
共 13 条
[1]   Predicting US business-cycle regimes [J].
Birchenhall, CR ;
Jessen, H ;
Osborn, DR ;
Simpson, P .
JOURNAL OF BUSINESS & ECONOMIC STATISTICS, 1999, 17 (03) :313-323
[2]  
BRY G, 1971, TECHNICAL PAPER NBER, V20
[3]  
Diebold F., 1994, NONSTATIONARY TIME S, P293
[4]   SCORING THE LEADING INDICATORS [J].
DIEBOLD, FX ;
RUDEBUSCH, GD .
JOURNAL OF BUSINESS, 1989, 62 (03) :369-391
[5]   COMPARING PREDICTIVE ACCURACY [J].
DIEBOLD, FX ;
MARIANO, RS .
JOURNAL OF BUSINESS & ECONOMIC STATISTICS, 1995, 13 (03) :253-263
[6]   Predicting US recessions: Financial variables as leading indicators [J].
Estrella, A ;
Mishkin, FS .
REVIEW OF ECONOMICS AND STATISTICS, 1998, 80 (01) :45-61
[7]   BUSINESS-CYCLE PHASES AND THEIR TRANSITIONAL DYNAMICS [J].
FILARDO, AJ .
JOURNAL OF BUSINESS & ECONOMIC STATISTICS, 1994, 12 (03) :299-308
[8]  
Greene W.H., 1997, Econometric Analysis, V3rd ed.
[9]   A NEW APPROACH TO THE ECONOMIC-ANALYSIS OF NONSTATIONARY TIME-SERIES AND THE BUSINESS-CYCLE [J].
HAMILTON, JD .
ECONOMETRICA, 1989, 57 (02) :357-384
[10]   ANALYSIS OF TIME-SERIES SUBJECT TO CHANGES IN REGIME [J].
HAMILTON, JD .
JOURNAL OF ECONOMETRICS, 1990, 45 (1-2) :39-70