Modelling and Forecasting Oil Prices: The Role of Asymmetric Cycles
AbstractWe propose a new time series model aimed at forecasting crude oil prices. The proposed specification is an unobserved components model with an asymmetric cyclical component. The asymmetric cycle is defined as a sine-cosine wave where the frequency of the cycle depends on past oil price observations. We show that oil price forecasts improve significantly when this asymmetry is explicitly modelled.
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Bibliographic InfoPaper provided by Faculty of Economics and Statistics, University of Innsbruck in its series Working Papers with number 2007-22.
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Oil price; forecasting; nonlinear time series analysis; asymmetric cycles.;
Other versions of this item:
- Jesus Crespo Cuaresma & Adusei Jumah & Sohbet Karbuz, 2009. "Modelling and Forecasting Oil Prices: The Role of Asymmetric Cycles," The Energy Journal, International Association for Energy Economics, vol. 0(Number 3), pages 81-90.
- C22 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Time-Series Models; Dynamic Quantile Regressions; Dynamic Treatment Effect Models &bull Diffusion Processes
- O13 - Economic Development, Technological Change, and Growth - - Economic Development - - - Agriculture; Natural Resources; Environment; Other Primary Products
- C53 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Forecasting and Prediction Models; Simulation Methods
This paper has been announced in the following NEP Reports:
- NEP-ALL-2007-10-20 (All new papers)
- NEP-ECM-2007-10-20 (Econometrics)
- NEP-ENE-2007-10-20 (Energy Economics)
- NEP-FOR-2007-10-20 (Forecasting)
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.:
- Angus Deaton & Guy Laroque, 1990.
"On The Behavior of Commodity Prices,"
NBER Working Papers
3439, National Bureau of Economic Research, Inc.
- Reinhart, Carmen & Wickham, Peter, 1994.
"Commodity Prices: Cyclical Weakness or Secular Decline?,"
8173, University Library of Munich, Germany.
- Carmen M. Reinhart & Peter Wickham, 1994. "Commodity Prices: Cyclical Weakness or Secular Decline?," IMF Staff Papers, Palgrave Macmillan, vol. 41(2), pages 175-213, June.
- Diebold, Francis X & Mariano, Roberto S, 1995.
"Comparing Predictive Accuracy,"
Journal of Business & Economic Statistics,
American Statistical Association, vol. 13(3), pages 253-63, July.
- Tom Doan, . "DMARIANO: RATS procedure to compute Diebold-Mariano Forecast Comparison Test," Statistical Software Components RTS00055, Boston College Department of Economics.
- Francis X. Diebold & Robert S. Mariano, 1994. "Comparing Predictive Accuracy," NBER Technical Working Papers 0169, National Bureau of Economic Research, Inc.
- Juncal Cunado & Fernando Pérez de Gracia, 2004.
"Oil Prices, Economic Activity and Inflation: Evidence for Some Asian Countries,"
Faculty Working Papers
06/04, School of Economics and Business Administration, University of Navarra.
- Cunado, J. & Perez de Gracia, F., 2005. "Oil prices, economic activity and inflation: evidence for some Asian countries," The Quarterly Review of Economics and Finance, Elsevier, vol. 45(1), pages 65-83, February.
- Peter Wickham & Carmen Reinhart, 1994. "Commodity Prices," IMF Working Papers 94/7, International Monetary Fund.
- Jiménez-Rodríguez, Rebeca & Sánchez, Marcelo, 2004. "Oil price shocks and real GDP growth: empirical evidence for some OECD countries," Working Paper Series 0362, European Central Bank.
- Knut Anton Mork & Oystein Olsen & Hans Terje Mysen, 1994. "Macroeconomic Responses to Oil Price Increases and Decreases in Seven OECD Countries," The Energy Journal, International Association for Energy Economics, vol. 0(Number 4), pages 19-36.
- Asche, Frank & Dahl, Roy Endre & Oglend, Atle, 2013. "Value-at-Risk: Risk assessment for the portfolio of oil and gas producers," UiS Working Papers in Economics and Finance 2013/3, University of Stavanger.
- Prat, Georges & Uctum, Remzi, 2011.
"Modelling oil price expectations: Evidence from survey data,"
The Quarterly Review of Economics and Finance,
Elsevier, vol. 51(3), pages 236-247, June.
- Georges Prat & Remzi Uctum, 2009. "Modelling oil price expectations: evidence from survey data," EconomiX Working Papers 2009-28, University of Paris West - Nanterre la Défense, EconomiX.
- Andreas Breitenfellner & Jesus Crespo Cuaresma, 2008. "Crude Oil Prices and the USD/EUR Exchange Rate," Monetary Policy & the Economy, Oesterreichische Nationalbank (Austrian Central Bank), issue 4.
- Jakobsson, Kristofer & Söderbergh, Bengt & Snowden, Simon & Li, Chuan-Zhong & Aleklett, Kjell, 2012. "Oil exploration and perceptions of scarcity: The fallacy of early success," Energy Economics, Elsevier, vol. 34(4), pages 1226-1233.
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