Non-Linear Forecasting Methods: Some Applications to the Analysis of Financial Series
AbstractThe evolution of financial data shows a high degree of volatility of the series, coupled with increasing difficulties of forecasting the shorter is the time horizon, when using standard (i.e., based on linear models) forecasting methods. Some alternative forecasting methods for non-linear time series, based on the literature on complex dynamic systems, have been recently developed, which can be particularly useful in the analysis of financial time series. In this paper we present a summary of some of these new techniques, and then show some applications to the analysis of several financial series (i.e., exchange rates, stock prices, and interest rates), which illustrate the usefulness of the approach. Since non-linear forecasting methods require the usage of very long time series, the availability of high-frequency data for these variables make them the best candidates among economic time series for the application of this methodology.
Download InfoIf you experience problems downloading a file, check if you have the proper application to view it first. In case of further problems read the IDEAS help page. Note that these files are not on the IDEAS site. Please be patient as the files may be large.
Bibliographic InfoPaper provided by FEDEA in its series Working Papers with number 2002-01.
Date of creation:
Date of revision:
Contact details of provider:
Web page: http://www.fedea.net
This paper has been announced in the following NEP Reports:
- NEP-ALL-2002-03-14 (All new papers)
- NEP-ECM-2002-03-27 (Econometrics)
- NEP-ETS-2002-03-14 (Econometric Time Series)
- NEP-FMK-2002-03-14 (Financial Markets)
- NEP-IFN-2002-03-14 (International Finance)
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.:
- Tim Bollerslev, 1986.
"Generalized autoregressive conditional heteroskedasticity,"
EERI Research Paper Series
EERI RP 1986/01, Economics and Econometrics Research Institute (EERI), Brussels.
- Bollerslev, Tim, 1986. "Generalized autoregressive conditional heteroskedasticity," Journal of Econometrics, Elsevier, vol. 31(3), pages 307-327, April.
- Fernandez-Rodriguez, Fernando & Sosvilla-Rivero, Simon & Andrada-Felix, Julian, 1999. "Exchange-rate forecasts with simultaneous nearest-neighbour methods: evidence from the EMS," International Journal of Forecasting, Elsevier, vol. 15(4), pages 383-392, October.
- Bajo-Rubio, Oscar & Fernandez-Rodriguez, Fernando & Sosvilla-Rivero, Simon, 1992. "Chaotic behaviour in exchange-rate series : First results for the Peseta--U.S. dollar case," Economics Letters, Elsevier, vol. 39(2), pages 207-211, June.
- Pesaran, M. H. & Timmermann, A., 1996.
"A Recursive Modelling Approach to Predicting UK Stock Returns',"
Cambridge Working Papers in Economics
9625, Faculty of Economics, University of Cambridge.
- Pesaran, M Hashem & Timmermann, Allan, 2000. "A Recursive Modelling Approach to Predicting UK Stock Returns," Economic Journal, Royal Economic Society, vol. 110(460), pages 159-91, January.
- Allan Timmermann & M. Hashem Pesaran, 1999. "A Recursive Modelling Approach to Predicting UK Stock Returns," FMG Discussion Papers dp322, Financial Markets Group.
- Barry Eichengreen & Charles Wyplosz, 1993. "The Unstable EMS," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 24(1), pages 51-144.
- Pesaran, M.H. & Timmermann, A., 1990.
"A Simple, Non-Parametric Test Of Predictive Performance,"
Cambridge Working Papers in Economics
9021, Faculty of Economics, University of Cambridge.
- Pesaran, M Hashem & Timmermann, Allan, 1992. "A Simple Nonparametric Test of Predictive Performance," Journal of Business & Economic Statistics, American Statistical Association, vol. 10(4), pages 561-65, October.
- Pesaran, M.H. & Timmermann, A., 1990. "A Simple Non-Parametric Test Of Predictive Performance," Papers 29, California Los Angeles - Applied Econometrics.
- Diebold, Francis X & Mariano, Roberto S, 2002.
"Comparing Predictive Accuracy,"
Journal of Business & Economic Statistics,
American Statistical Association, vol. 20(1), pages 134-44, January.
- Lux, Thomas, 1995. "Herd Behaviour, Bubbles and Crashes," Economic Journal, Royal Economic Society, vol. 105(431), pages 881-96, July.
- Henry, Jerome & Jens Weidmann, 1994.
"Asymmetry in the EMS revisited: Evidence from the causality analysis of daily Eurorates,"
Discussion Paper Serie B
280, University of Bonn, Germany.
- Jérôme HENRY & Jens WEIDMANN, 1995. "Asymmetry in the EMS revisited: Evidence from the Causality Analysis of Daily Eurorates," Annales d'Economie et de Statistique, ENSAE, issue 40, pages 125-160.
- Bertola, G. & Cabarello, R.J., 1990.
"Target Zones And Realignments,"
1990_51, Columbia University, Department of Economics.
- Mizrach, B, 1992. "Multivariate Nearest-Neighbor Forecasts of EMS Exchange Rates," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 7(S), pages S151-63, Suppl. De.
- Fama, Eugene F, 1970. "Efficient Capital Markets: A Review of Theory and Empirical Work," Journal of Finance, American Finance Association, vol. 25(2), pages 383-417, May.
- Giavazzi, Francesco & Pagano, Marco, 1988.
"The advantage of tying one's hands : EMS discipline and Central Bank credibility,"
European Economic Review,
Elsevier, vol. 32(5), pages 1055-1075, June.
- Francesco Giavazzi & Marco Pagano, 1991. "The Advantage of Tying One's Hands: EMS Discipline and Central Bank Credibility," NBER Chapters, in: International Volatility and Economic Growth: The First Ten Years of The International Seminar on Macroeconomics, pages 303-330 National Bureau of Economic Research, Inc.
- Giavazzi, Francesco & Pagano, Marco, 1986. "The Advantages of Tying One's Hands: EMS Discipline and Central Bank Credibility," CEPR Discussion Papers 135, C.E.P.R. Discussion Papers.
- Koedijk, Kees G. & Kool, Clemens J. M., 1992.
"Dominant interest and inflation differentials within the EMS,"
European Economic Review,
Elsevier, vol. 36(4), pages 925-943, May.
- Koedijk, C.G. & Kool, C.J.M., 1992. "Dominant interest and inflation differentials within the EMS," Open Access publications from Tilburg University urn:nbn:nl:ui:12-3108704, Tilburg University.
- Rydén, Tobias & Teräsvirta, Timo & Åsbrink, Stefan, 1996.
"Stylized Facts of Daily Return Series and the Hidden Markov Model,"
Working Paper Series in Economics and Finance
117, Stockholm School of Economics.
- Tobias Rydén & Timo Teräsvirta & Stefan Åsbrink, 1998. "Stylized facts of daily return series and the hidden Markov model," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 13(3), pages 217-244.
- Krugman, Paul R, 1991.
"Target Zones and Exchange Rate Dynamics,"
The Quarterly Journal of Economics,
MIT Press, vol. 106(3), pages 669-82, August.
- Simon Sosvilla-Rivero & Fernando Fernandez-Rodriguez & Oscar Bajo-Rubio, 1999. "Exchange rate volatility in the EMS before and after the fall," Applied Economics Letters, Taylor & Francis Journals, vol. 6(11), pages 717-722.
- Brock, W.A. & Hommes, C.H., 1996.
"Hetergeneous Beliefs and Routes to Chaos in a Simple Asset Pricing Model,"
9621, Wisconsin Madison - Social Systems.
- Brock, William A. & Hommes, Cars H., 1998. "Heterogeneous beliefs and routes to chaos in a simple asset pricing model," Journal of Economic Dynamics and Control, Elsevier, vol. 22(8-9), pages 1235-1274, August.
- Hommes, C.H., 2000.
"Financial Markets as Nonlinear Adaptive Evolutionary Systems,"
CeNDEF Working Papers
00-03, Universiteit van Amsterdam, Center for Nonlinear Dynamics in Economics and Finance.
- C. H. Hommes, 2001. "Financial markets as nonlinear adaptive evolutionary systems," Quantitative Finance, Taylor & Francis Journals, vol. 1(1), pages 149-167.
- Cars H. Hommes, 2001. "Financial Markets as Nonlinear Adaptive Evolutionary Systems," Tinbergen Institute Discussion Papers 01-014/1, Tinbergen Institute.
- Abhyankar, A & Copeland, L S & Wong, W, 1995. "Nonlinear Dynamics in Real-Time Equity Market Indices: Evidence from the United Kingdom," Economic Journal, Royal Economic Society, vol. 105(431), pages 864-80, July.
- Granger, C W J, 1969. "Investigating Causal Relations by Econometric Models and Cross-Spectral Methods," Econometrica, Econometric Society, vol. 37(3), pages 424-38, July.
- Oscar Bajo-Rubio & Simón Sosvilla-Rivero & Fernado Fernández-Rodríguez, .
"Asymmetry in the EMS: New evidence based on non-linear forecasts,"
- Bajo-Rubio, Oscar & Sosvilla-Rivero, Simon & Fernandez-Rodriguez, Fernando, 2001. "Asymmetry in the EMS: New evidence based on non-linear forecasts," European Economic Review, Elsevier, vol. 45(3), pages 451-473, March.
- Óscar Bajo Rubio & Simón Sosvilla Rivero & Fernando Fernández Rodríguez, 2000. "Asymmetry In The Ems: New Evidence Based On Non-Linear Forecasts," Documentos de Trabajo - Lan Gaiak Departamento de EconomÃa - Universidad PÃºblica de Navarra 0001, Departamento de Economía - Universidad Pública de Navarra.
- 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.
- Fama, Eugene F, 1991. " Efficient Capital Markets: II," Journal of Finance, American Finance Association, vol. 46(5), pages 1575-617, December.
- Pesaran, M Hashem & Timmermann, Allan, 1995. " Predictability of Stock Returns: Robustness and Economic Significance," Journal of Finance, American Finance Association, vol. 50(4), pages 1201-28, September.
- Meese, Richard A. & Rogoff, Kenneth, 1983. "Empirical exchange rate models of the seventies : Do they fit out of sample?," Journal of International Economics, Elsevier, vol. 14(1-2), pages 3-24, February.
- repec:dgr:uvatin:2001014 is not listed on IDEAS
- Hagen, Jurgen von & Fratianni, Michele, 1990. "German dominance in the EMS: evidence from interest rates," Journal of International Money and Finance, Elsevier, vol. 9(4), pages 358-375, December.
- Diebold, Francis X. & Nason, James A., 1990.
"Nonparametric exchange rate prediction?,"
Journal of International Economics,
Elsevier, vol. 28(3-4), pages 315-332, May.
For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: (Carmen Arias).
If references are entirely missing, you can add them using this form.