A metric and topological analysis of determinism in the crude oil spot market
AbstractWe test whether the spot price of crude oil is determined by stochastic rules or exhibits deterministic endogenous fluctuations. In our analysis, we employ both metric (correlation dimension and Lyapunov exponents) and topological (recurrence plots) diagnostic tools for chaotic dynamics. We find that the underlying system for crude oil spot prices (i) is of high dimensionality (no stabilization of the correlation dimension), (ii) does not exhibit sensitive dependence on initial conditions, and (iii) is not characterized by the recurrence property. Thus, the empirical evidence suggests that stochastic rather than deterministic rules are present in the system dynamics of the crude oil spot market. Recurrent plot analysis indicates that volatility clustering is an adequate, but not complete, explanation of the morphology of oil spot prices.
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Bibliographic InfoArticle provided by Elsevier in its journal Energy Economics.
Volume (Year): 34 (2012)
Issue (Month): 2 ()
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Web page: http://www.elsevier.com/locate/eneco
Nonlinear dynamics; Chaos; Correlation dimension; Lyapunov exponents; Recurrence plots;
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- Lichtenberg, A. J. & Ujihara, A., 1989. "Application of nonlinear mapping theory to commodity price fluctuatuions," Journal of Economic Dynamics and Control, Elsevier, vol. 13(2), pages 225-246, April.
- William A. Barnett & Apostolos Serletis, 1998.
"Martingales, Nonlinearity, and Chaos,"
- William Barnett & Apostolos Serletis, 2012. "Martingales, Nonlinearity, And Chaos," WORKING PAPERS SERIES IN THEORETICAL AND APPLIED ECONOMICS 201225, University of Kansas, Department of Economics, revised Sep 2012.
- Ramsey, James B & Sayers, Chera L & Rothman, Philip, 1990.
"The Statistical Properties of Dimension Calculations Using Small Data Sets: Some Economic Applications,"
International Economic Review,
Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 31(4), pages 991-1020, November.
- Ramsey, J.B. & Sayers, C.L. & Rothman, P., 1988. "The Statistical Properties Of Dimension Calculations Using Small Data Sets: Some Economic Applications," Papers 15, Houston - Department of Economics.
- Heiko Hesse & Tigran Poghosyan, 2009. "Oil Prices and Bank Profitability: Evidence from Major Oil-Exporting Countries in the Middle East and North Africa," IMF Working Papers 09/220, International Monetary Fund.
- L. Sleuwaegen, 2011. "Introduction," Review of Business and Economic Literature, Intersentia, vol. 56(2), pages 106-110, June.
- James D. Hamilton, 2008.
"Understanding Crude Oil Prices,"
NBER Working Papers
14492, National Bureau of Economic Research, Inc.
- Blake LeBaron, 1994. "Chaos and Nonlinear Forecastability in Economics and Finance," Finance 9411001, EconWPA.
- Panas, Epaminondas & Ninni, Vassilia, 2000. "Are oil markets chaotic? A non-linear dynamic analysis," Energy Economics, Elsevier, vol. 22(5), pages 549-568, October.
- Sadorsky, Perry, 2003. "The macroeconomic determinants of technology stock price volatility," Review of Financial Economics, Elsevier, vol. 12(2), pages 191-205.
- Leonid Kogan & Stephen Ross & Jiang Wang & Mark Westerfield, 2003.
"The Price Impact and Survival of Irrational Traders,"
NBER Working Papers
9434, National Bureau of Economic Research, Inc.
- Leonid Kogan & Stephen A. Ross & Jiang Wang & Mark M. Westerfield, 2006. "The Price Impact and Survival of Irrational Traders," Journal of Finance, American Finance Association, vol. 61(1), pages 195-229, 02.
- Kogan, Leonid & Ross, Stephen & Wang, Jiang & Westerfield, Mark, 2003. "The Price Impact and Survival of Irrational Traders," Working papers 4293-03, Massachusetts Institute of Technology (MIT), Sloan School of Management.
- Mayfield, E Scott & Mizrach, Bruce, 1992. "On Determining the Dimension of Real-Time Stock-Price Data," Journal of Business & Economic Statistics, American Statistical Association, vol. 10(3), pages 367-74, July.
- Serletis, Apostolos & Gogas, Periklis, 1999.
"The North American natural gas liquids markets are chaotic,"
1576, University Library of Munich, Germany.
- Apostolos Serletis & Periklis Gogas, 1999. "The North American Natural Gas Liquids Markets are Chaotic," The Energy Journal, International Association for Energy Economics, vol. 0(Number 1), pages 83-103.
- Serletis, A. & Gogas, P., 1998. "The North American Natural Gas Liquids Markets are Chaotic," Papers 98-10, Calgary - Department of Economics.
- Hamilton, James D, 1983. "Oil and the Macroeconomy since World War II," Journal of Political Economy, University of Chicago Press, vol. 91(2), pages 228-48, April.
- Baumol, William J. & Benhabib, Jess, 1987.
"Chaos: Significance, Mechanism, and Economic Applications,"
87-16, C.V. Starr Center for Applied Economics, New York University.
- Baumol, William J & Benhabib, Jess, 1989. "Chaos: Significance, Mechanism, and Economic Applications," Journal of Economic Perspectives, American Economic Association, vol. 3(1), pages 77-105, Winter.
- Mariano Matilla-García, 2007. "Nonlinear Dynamics in Energy Futures," The Energy Journal, International Association for Energy Economics, vol. 0(Number 3), pages 7-30.
- Saeed Moshiri & Faezeh Foroutan, 2006. "Forecasting Nonlinear Crude Oil Futures Prices," The Energy Journal, International Association for Energy Economics, vol. 0(Number 4), pages 81-96.
- Serletis, Apostolos & Shintani, Mototsugu, 2006. "Chaotic monetary dynamics with confidence," Journal of Macroeconomics, Elsevier, vol. 28(1), pages 228-252, March.
- H. Dewachter & R. Houssa & P.R. Kaltwasser, 2011. "Introduction," Review of Business and Economic Literature, Intersentia, vol. 56(4), pages 378-382, December.
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