Forecasting Time Series Subject to Multiple Structural Breaks

Forecasting Time Series Subject to Multiple Structural Breaks
Author :
Publisher :
Total Pages : 38
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ISBN-10 : LCCN:2005617990
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Book Synopsis Forecasting Time Series Subject to Multiple Structural Breaks by : M. Hashem Pesaran

Download or read book Forecasting Time Series Subject to Multiple Structural Breaks written by M. Hashem Pesaran and published by . This book was released on 2004 with total page 38 pages. Available in PDF, EPUB and Kindle. Book excerpt: "This paper provides a novel approach to forecasting time series subject to discrete structural breaks. We propose a Bayesian estimation and prediction procedure that allows for the possibility of new breaks over the forecast horizon, taking account of the size and duration of past breaks (if any) by means of a hierarchical hidden Markov chain model. Predictions are formed by integrating over the hyper parameters from the meta distributions that characterize the stochastic break point process. In an application to US Treasury bill rates, we find that the method leads to better out-of-sample forecasts than alternative methods that ignore breaks, particularly at long horizons"--Forschungsinstitut zur Zukunft der Arbeit web site.


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