We introduce a high-dimensional structural time series model, where co-movement between the components is due to common factors. A two-step estimation strategy is presented, which is based on principal components in differences in a first step and state space methods in a second step. The...

The paper provides a comparison of alternative univariate time series models that are advocated for the analysis of seasonal data. Consumption and income series from (West-) Germany, United Kingdom, Japan and Sweden are investigated. The performance of competing models in forecasting is used to...

This paper focuses on the cross-dynamics of exchange rate expectations over different time-scales. We use over-the-counter currency options on the euro, Japanese yen, and British pound vis-à-vis the U.S. dollar to extract expected probability density functions of future exchange rates, and...