Monte Carlo inference in econometric models with symmetric stable disturbances

被引:39
作者
Tsionas, EG [1 ]
机构
[1] Minist Natl Econ, Council Econ Advisers, Athens 10180, Greece
关键词
Bayesian inference; stable distributions; Markov Chain Monte Carlo; exchange rate models; difference stationarity;
D O I
10.1016/S0304-4076(98)00039-6
中图分类号
F [经济];
学科分类号
02 ;
摘要
The paper develops Markov Chain Monte Carlo methods to perform exact posterior analysis in models with symmetric stable Paretian disturbances. It is shown how posterior moments and marginal densities of functions of parameters can be computed methodically by combining a Gibbs sampler with Metropolis independence chains. The new method is shown to perform satisfactorily in constructed examples. The method is also applied to a set of monthly real exchange rates and the question of difference versus trend stationarity is taken up jointly with the problem of inference about the parameter of the stable distribution. (C) 1999 Elsevier Science S.A. All rights reserved. JEL classificafion: C11, C15.
引用
收藏
页码:365 / 401
页数:37
相关论文
共 72 条
[1]  
AKRIGAY V, 1988, J BUSINESS EC STAT, V6, P51
[2]  
AKRIGAY V, 1989, J BUSINESS EC STAT, V7, P85
[3]   BAYES INFERENCE VIA GIBBS SAMPLING OF AUTOREGRESSIVE TIME-SERIES SUBJECT TO MARKOV MEAN AND VARIANCE SHIFTS [J].
ALBERT, JH ;
CHIB, S .
JOURNAL OF BUSINESS & ECONOMIC STATISTICS, 1993, 11 (01) :1-15
[4]  
[Anonymous], 1959, THEOR PROBAB APPL+
[5]   A MULTIVARIATE GENERALIZED ARCH APPROACH TO MODELING RISK PREMIA IN FORWARD FOREIGN-EXCHANGE RATE MARKETS [J].
BAILLIE, RT ;
BOLLERSLEV, T .
JOURNAL OF INTERNATIONAL MONEY AND FINANCE, 1990, 9 (03) :309-324
[6]  
BAILLIE RT, 1993, ECONOMET REV, V12, P343
[7]   COMPARISON OF STABLE AND STUDENT DISTRIBUTIONS AS STATISTICAL MODELS FOR STOCK PRICES [J].
BLATTBERG, RC ;
GONEDES, NJ .
JOURNAL OF BUSINESS, 1974, 47 (02) :244-280
[8]   GENERALIZED AUTOREGRESSIVE CONDITIONAL HETEROSKEDASTICITY [J].
BOLLERSLEV, T .
JOURNAL OF ECONOMETRICS, 1986, 31 (03) :307-327
[9]  
BOLSHEV LN, 1968, THEOR PROBAB APPL, V15, P299
[10]   THE STATISTICAL DISTRIBUTION OF EXCHANGE-RATES - EMPIRICAL-EVIDENCE AND ECONOMIC-IMPLICATIONS [J].
BOOTHE, P ;
GLASSMAN, D .
JOURNAL OF INTERNATIONAL ECONOMICS, 1987, 22 (3-4) :297-319