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The Contribution of Structural Break Models to Forecasting Macroeconomic Series
Authors:Luc Bauwens  Gary Koop  Dimitris Korobilis  Jeroen V.K. Rombouts
Affiliation:1. CORE, Université catholique de Louvain, Louvain‐La‐Neuve, Belgium;2. Department of Economics, University of Johannesburg, South Africa;3. Department of Economics, University of Strathclyde, Glasgow, UK;4. Department of Economics, University of Glasgow, UK;5. ESSEC Business School, Cergy‐Pontoise, France
Abstract:This paper compares the forecasting performance of models that have been proposed for forecasting in the presence of structural breaks. They differ in their treatment of the break process, the model applied in each regime and the out‐of‐sample probability of a break. In an extensive empirical evaluation, we demonstrate the presence of breaks and their importance for forecasting. We find no single model that consistently works best in the presence of breaks. In many cases, the formal modeling of the break process is important in achieving a good forecast performance. However, there are also many cases where rolling window forecasts perform well. Copyright © 2014 John Wiley & Sons, Ltd.
Keywords:
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