A dynamic model of the financialï¿½real interaction as a model selection criterion for nonparametric stock market prediction
Inspired by findings of lowï¿½dimensional nonlinearities and the Theorem of Takens (1983) forecasting models of financial time series are often built upon nonparametric, i.e. universal nonlinear, univariate relationships. Empirical investigations, however, are seriously contaminated by the problem of overfitting. Since statistical model selection theory in the nonlinear case is still in its infancy we would like to suggest the application of economic model selection criteria. It is a method of combining the flexibility of nonparametric regressions and important structural information in dynamic economic models. Therefore, conditions of economic models are imposed on the embedded nonlinear dynamical system to be estimated nonparametrically. In our empirical investigations we apply an univariate nonparametric forecasting model of stock returns, implemented via the Local Linear Maps of Ritter (1991), by an economic model selection criterion based on a discretized form of a continuousï¿½time dynamic model on the interaction of real activity and asset markets. The dynamic economic model is estimated based on the Maximum Entropy inference since unobservable variables are involved. Results for monthly U.S. data show that nonparametric model selection is improved by this economic model selection criterion. On the other hand this result may be interpreted as support for the economic model.
|Date of creation:|
|Date of revision:|
|Contact details of provider:|| Postal: Schönberggasse 1, CH-8001 Zürich|
Phone: +41-1-634 21 37
Fax: +41-1-634 49 82
Web page: http://www.econ.uzh.ch/
More information through EDIRC
Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.:
- Brock, William A., 1980.
"Asset Prices in a Production Economy,"
275, California Institute of Technology, Division of the Humanities and Social Sciences.
- Gallant, Ronald & Tauchen, George, 1989.
"Seminonparametric Estimation of Conditionally Constrained Heterogeneous Processes: Asset Pricing Applications,"
Econometric Society, vol. 57(5), pages 1091-1120, September.
- Gallant, A.R. & Tauchen, G., 1988. "Seminonparametric Estimation Of Conditionally Constrained Heterogeneous Processes: Asset Pricing Applications," Papers 88-59, Chicago - Graduate School of Business.
- Jean-Pierre DANTHINE & John B. DONALDSON & Rajnish MEHRA, 1992.
"The Equity Premium and the Allocation of Income Risk,"
Cahiers de Recherches Economiques du Département d'Econométrie et d'Economie politique (DEEP)
9203, Université de Lausanne, Faculté des HEC, DEEP.
- Danthine, Jean-Pierre & Donaldson, John B. & Mehra, Rajnish, 1992. "The equity premium and the allocation of income risk," Journal of Economic Dynamics and Control, Elsevier, vol. 16(3-4), pages 509-532.
- Danthine, J.P. & Donaldson, J.B. & Mehra, R., 1992. "The Equity Premium and the Allocation of Income Risk," Papers 92-09, Columbia - Graduate School of Business.
- Jean-Pierre Danthine & John B. Donaldson & Rajnish Mehra, 1992. "The equity premium and the allocation of income risk," Discussion Paper / Institute for Empirical Macroeconomics 60, Federal Reserve Bank of Minneapolis.
- J. Danthine & J. Donaldson & R. Mehra, 2010. "The equity premium and the allocation of income risk," Levine's Working Paper Archive 1398, David K. Levine.
- Fama, Eugene F. & French, Kenneth R., 1988. "Dividend yields and expected stock returns," Journal of Financial Economics, Elsevier, vol. 22(1), pages 3-25, October.
- Schwert, G William, 1990.
" Stock Returns and Real Activity: A Century of Evidence,"
Journal of Finance,
American Finance Association, vol. 45(4), pages 1237-57, September.
- G. William Schwert, 1990. "Stock Returns and Real Activity: A Century of Evidence," NBER Working Papers 3296, National Bureau of Economic Research, Inc.
- Arturo Estrella & Gikas A. Hardouvelis, 1989.
"The term structure as a predictor of real economic activity,"
8907, Federal Reserve Bank of New York.
- Estrella, Arturo & Hardouvelis, Gikas A, 1991. " The Term Structure as a Predictor of Real Economic Activity," Journal of Finance, American Finance Association, vol. 46(2), pages 555-76, June.
- Detemple, Jerome B, 1986. " Asset Pricing in a Production Economy with Incomplete Information," Journal of Finance, American Finance Association, vol. 41(2), pages 383-91, June.
- Schwert, G William, 1989.
" Why Does Stock Market Volatility Change over Time?,"
Journal of Finance,
American Finance Association, vol. 44(5), pages 1115-53, December.
- G. William Schwert, 1988. "Why Does Stock Market Volatility Change Over Time?," NBER Working Papers 2798, National Bureau of Economic Research, Inc.
- R. Mehra & E. Prescott, 2010.
"The equity premium: a puzzle,"
Levine's Working Paper Archive
1401, David K. Levine.
- Chiarella Carl & Semmler Willi & Mittnik Stefan & Zhu Peiyuan, 2002. "Stock Market, Interest Rate and Output: A Model and Estimation for US Time Series Data," Studies in Nonlinear Dynamics & Econometrics, De Gruyter, vol. 6(1), pages 1-39, April.
- Hamilton, James D & Gang, Lin, 1996. "Stock Market Volatility and the Business Cycle," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 11(5), pages 573-93, Sept.-Oct.
- Fama, Eugene F. & French, Kenneth R., 1989. "Business conditions and expected returns on stocks and bonds," Journal of Financial Economics, Elsevier, vol. 25(1), pages 23-49, November.
- Martin Lettau & Willi Semmler & University of Bielefeld, . "Statistical Estimation and Moment Evaluation of a Stochastic Growth Model with Asset Market," Computing in Economics and Finance 1997 36, Society for Computational Economics.
When requesting a correction, please mention this item's handle: RePEc:zur:iewwpx:226. See general information about how to correct material in RePEc.
For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: (Marita Kieser)
If references are entirely missing, you can add them using this form.