TY - JOUR
T1 - Bayesian inference in a time varying cointegration model
AU - Koop, Gary
AU - Leon-Gonzalez, Roberto
AU - Strachan, Rodney W.
PY - 2011/12
Y1 - 2011/12
N2 - There are both theoretical and empirical reasons for believing that the parameters of macroeconomic models may vary over time. However, work with time-varying parameter models has largely involved vector autoregressions (VARs), ignoring cointegration. This is despite the fact that cointegration plays an important role in informing macroeconomists on a range of issues. In this paper, we develop a new time varying parameter model which permits cointegration. We use a specification which allows for the cointegrating space to evolve over time in a manner comparable to the random walk variation used with TVPVARs. The properties of our approach are investigated before developing a method of posterior simulation. We use our methods in an empirical investigation involving the Fisher effect.
AB - There are both theoretical and empirical reasons for believing that the parameters of macroeconomic models may vary over time. However, work with time-varying parameter models has largely involved vector autoregressions (VARs), ignoring cointegration. This is despite the fact that cointegration plays an important role in informing macroeconomists on a range of issues. In this paper, we develop a new time varying parameter model which permits cointegration. We use a specification which allows for the cointegrating space to evolve over time in a manner comparable to the random walk variation used with TVPVARs. The properties of our approach are investigated before developing a method of posterior simulation. We use our methods in an empirical investigation involving the Fisher effect.
KW - Bayesian
KW - Error correction model
KW - Markov Chain Monte Carlo
KW - Reduced rank regression
KW - Time varying cointegration
UR - http://www.scopus.com/inward/record.url?scp=80054707536&partnerID=8YFLogxK
U2 - 10.1016/j.jeconom.2011.07.007
DO - 10.1016/j.jeconom.2011.07.007
M3 - Article
SN - 0304-4076
VL - 165
SP - 210
EP - 220
JO - Journal of Econometrics
JF - Journal of Econometrics
IS - 2
ER -