A Classifying Procedure for Signaling Turning Points
A Hidden Markov Model (HMM) is used to classify an out of sample observation vector into either of two regimes. This leads to a procedure for making probability forecasts for changes of regimes in a time series, i.e. for turning points. Instead o maximizing a likelihood, the model is estimated with respect to known past regimes. This makes it possible to perform feature extraction and estimation for different forecasting horizons. The inference aspect is emphasized by including a penalty for a wrong decision in the cost function. The method is tested by forecasting turning points in the Swedish and US economies, using leading data. Clear and early turning point signals are obtained, contrasting favourable with earlier HMM studies. Some theoretical arguments for this are given.
|Date of creation:||07 Feb 2001|
|Date of revision:|
|Publication status:||Published in Journal of Forecasting, 2004, pages 197-214.|
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- Hamilton, James D, 1989. "A New Approach to the Economic Analysis of Nonstationary Time Series and the Business Cycle," Econometrica, Econometric Society, vol. 57(2), pages 357-84, March.
- Francis X. Diebold & Glenn D. Rudebusch, 1988.
"A nonparametric investigation of duration dependence in the American business cycle,"
Working Paper Series / Economic Activity Section
90, Board of Governors of the Federal Reserve System (U.S.).
- Diebold, Francis X & Rudebusch, Glenn D, 1990. "A Nonparametric Investigation of Duration Dependence in the American Business Cycle," Journal of Political Economy, University of Chicago Press, vol. 98(3), pages 596-616, June.
- Gordon, Stephen, 1997.
"Stochastic Trends, Deterministic Trends, and Business Cycle Turning Points,"
Journal of Applied Econometrics,
John Wiley & Sons, Ltd., vol. 12(4), pages 411-34, July-Aug..
- GORDON, Stephen, 1995. "Stochastic Trends, Deterministic Trends and Business Cycle Turning Points," Cahiers de recherche 9503, Université Laval - Département d'économique.
- Artis, Michael J, et al, 1995.
"Turning Point Prediction for the UK Using CSO Leading Indicators,"
Oxford Economic Papers,
Oxford University Press, vol. 47(3), pages 397-417, July.
- Artis, Michael J, 1993. "Turning Point Prediction for the UK using CSO Leading Indicators," CEPR Discussion Papers 833, C.E.P.R. Discussion Papers.
- Ivanova, Detelina & Lahiri, Kajal & Seitz, Franz, 2000. "Interest rate spreads as predictors of German inflation and business cycles," International Journal of Forecasting, Elsevier, vol. 16(1), pages 39-58.
- Arturo Estrella & Frederic S. Mishkin, 1996.
"Predicting U.S. recessions: financial variables as leading indicators,"
9609, Federal Reserve Bank of New York.
- Arturo Estrella & Frederic S. Mishkin, 1998. "Predicting U.S. Recessions: Financial Variables As Leading Indicators," The Review of Economics and Statistics, MIT Press, vol. 80(1), pages 45-61, February.
- Arturo Estrella & Frederic S. Mishkin, 1995. "Predicting U.S. Recessions: Financial Variables as Leading Indicators," NBER Working Papers 5379, National Bureau of Economic Research, Inc.
- Michael P. Clements & David F. Hendry, 2001. "Forecasting Non-Stationary Economic Time Series," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262531895, June.
- Hamilton, James D & Perez-Quiros, Gabriel, 1996. "What Do the Leading Indicators Lead?," The Journal of Business, University of Chicago Press, vol. 69(1), pages 27-49, January.
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