TY - UNPB
T1 - Model instability in predictive exchange rate regressions
AU - Hauzenberger, Niko
AU - Huber, Florian
PY - 2018/12/1
Y1 - 2018/12/1
N2 - In this paper we aim to improve existing empirical exchange rate models by accounting for uncertainty with respect to the underlying structural representation. Within a flexible Bayesian non-linear time series framework, our modeling approach assumes that different regimes are characterized by commonly used structural exchange rate models, with their evolution being driven by a Markov process. We assume a time-varying transition probability matrix with transition probabilities depending on a measure of the monetary policy stance of the central bank at the home and foreign country. We apply this model to a set of eight exchange rates against the US dollar. In a forecasting exercise, we show that model evidence varies over time and a model approach that takes this empirical evidence seriously yields improvements in accuracy of density forecasts for most currency pairs considered.
AB - In this paper we aim to improve existing empirical exchange rate models by accounting for uncertainty with respect to the underlying structural representation. Within a flexible Bayesian non-linear time series framework, our modeling approach assumes that different regimes are characterized by commonly used structural exchange rate models, with their evolution being driven by a Markov process. We assume a time-varying transition probability matrix with transition probabilities depending on a measure of the monetary policy stance of the central bank at the home and foreign country. We apply this model to a set of eight exchange rates against the US dollar. In a forecasting exercise, we show that model evidence varies over time and a model approach that takes this empirical evidence seriously yields improvements in accuracy of density forecasts for most currency pairs considered.
UR - https://www.wu.ac.at/economics/forschung/wp/
U2 - 10.57938/a5211b15-b18b-4056-8580-f22ebe3d1685
DO - 10.57938/a5211b15-b18b-4056-8580-f22ebe3d1685
M3 - WU Working Paper and Case
T3 - Department of Economics Working Paper Series
BT - Model instability in predictive exchange rate regressions
PB - WU Vienna University of Economics and Business
CY - Vienna
ER -