Serletis, Apostolos and Gogas, Periklis (1999): The North American natural gas liquids markets are chaotic. Published in: The Energy Journal , Vol. 20, No. 1 (1999): pp. 83-103.
Preview |
PDF
MPRA_paper_1576.pdf Download (870kB) | Preview |
Abstract
In this paper we test for deterministic chaos (i.e., nonlinear deterministic processes which look random) in seven Mont Belview, Texas hydrocarbon markets, using monthly data from 1985:1 to 1996:12--the markets are those of ethane, propane, normal butane, iso-butane, naptha, crude oil, and natural gas. In doing so, we use the Lyapunov exponent estimator of Nychka, Ellner, Gallant, and McCaffrey (1992). We conclude that there is evidence consistent with a chaotic nonlinear generation process in all five natural gas liquids markets.
Item Type: | MPRA Paper |
---|---|
Original Title: | The North American natural gas liquids markets are chaotic |
Language: | English |
Keywords: | Chaos; Natural Gas; Lyapunov exponent |
Subjects: | Q - Agricultural and Natural Resource Economics ; Environmental and Ecological Economics > Q4 - Energy G - Financial Economics > G1 - General Financial Markets > G10 - General C - Mathematical and Quantitative Methods > C2 - Single Equation Models ; Single Variables > C22 - Time-Series Models ; Dynamic Quantile Regressions ; Dynamic Treatment Effect Models ; Diffusion Processes |
Item ID: | 1576 |
Depositing User: | Periklis Gogas |
Date Deposited: | 08 Aug 2007 |
Last Modified: | 01 Oct 2019 22:57 |
References: | Barnett, W.A., A.R. Gallant, M.J. Hinich, J. Jungeilges, D. Kaplan, and M.J. Jensen (1995). "Robustness of Nonlinearity and Chaos Test to Mesurement Error, Inference Method, and Sample Size." Journal of Economic Behavior and Organization 27: 301-320. Barnett, W.A., A.R. Gallant, M.J. Hinich, J. Jungeilges, D. Kaplan, and M.J. Jensen (1997). "A Single-Blind Controlled Competition Between Tests for Nonlinearity and Chaos." Journal of Econometrics 82: 157-192. Barnett, W.A. and Serletis (1999). "Martingales, Nonlinearity, and Chaos." Journal of Economic Dynamics and Control, forthcoming. Bollerslev, T. (1986). "Generalized Autoregressive Conditional Heteroskedasticity." Journal of Econometrics 31: 307-327. Brock, W.A., W.D. Dechert, J. Scheinkman, and B. LeBaron (1996). "A Test for Independence Based on the Correlation Dimension." Econometric Reviews 15: 197-235. Dickey, David A. and Wayne A. Fuller (1981). "Likelihood Ratio Statistics for Autoregressive Time Series with a Unit Root." Econometrica 49: 1057-72. Doldado, Juan, T. Jenkinson, and S. Sosvilla-Rivero (1990). "Cointegration and Unit Roots." Journal of Economic Surveys 4: 249-273. Eckmann, J.P. and D. Ruelle (1985). "Ergodic Theory of Strange Attractors." Reviews of Modern Physics 57: 617-656. Ellner, S., D.W. Nychka, and A.R. Gallant (1992). "LENNS, a Program to Estimate the Dominant Lyapunov Exponent of Noisy Nonlinear Systems from Time Series Data." Institute of Statistics Mimeo Series #2235 (BMA Series #39), Statistics Department, North Carolina State University, Raleigh, NC 27695-8203. Engle, R. F. (1982). "Autoregressive Conditional Heteroskedasticity with Estimates of the Variance of U.K. Inflation." Econometrica 50: 987-1008. Frank, Murray and Thanasis Stengos (1989). "Measuring the Strangeness of Gold and Silver Rates of Return." Review of Economic Studies 56: 553-567. Fuller, Wayne A. (1976). Introduction to Statistical Time Series. New York: Wiley. Gallant, A.R., and H. White (1992). "On Learning the Derivatives of an Unknown Mapping with Multilayer Feedforward Networks." Neural Networks 5: 129-138. Gencay, Ramazan and W. Davis Dechert (1992). "An Algorithm for the n Lyapunov Exponents of an n-Dimensional Unknown Dynamical System." Physica D 59: 142-157. Hinich, M.J. (1982). "Testing for Caussianity and Linearity of a Stationary Time Series." Journal of Time Series Analysis 3: 169-176. Kaplan, Daniel T. (1994). "Exceptional Events as Evidence for Determinism." Physica D 73: 38-48. Kearns, P. and A.R. Pagan (1993). "Australian Stock Market Volatility: 1875-1987." The Economic Record 69: 163-178. Lamoureux, C. and W. Lastrapes (1990). "Persistence in Variance, Structural Change, and the GARCH Model." Journal of Business and Economic Statistics 8: 225-234. Ljung, G.M. and G.E.P. Box (1978). "On a Measure of Lack of Fit in Time Series Models." Biometrica 65: 297-303. Nelson, Charles R. and Charles I. Plosser (1982). "Trends and Random Walks in Macroeconomic Time Series: Some Evidence and Implications." Journal of Monetary Economics 10: 139-62. Nelson, D.B. (1991). "Conditional Heteroskedasticity in Asset Returns: A New Approach." Econometrica 59: 347-370. Nychka, D.W., S. Ellner, A.R. Gallant, and D. McCaffrey (1992). "Finding Chaos in Noisy Systems." Journal of the Royal Statistical Society B 54: 399-426. Pantula, Sastry G., G. Gonzalez-Farias, and W.A. Fuller (1994). "A Comparison of Unit-Root Test Criteria." Journal of Business and Economic Statistics 12: 449-459. Pindyck, R.S. and J.J. Rotemberg (1990). "The Excess Co-movement of Commodity Prices." The Economic Journal 100: 1173-1189. Scheinkman, Jos� A. and Blake LeBaron (1989). "Nonlinear Dynamics and Stock Returns." Journal of Business 62: 311-337. Schwartz, G. (1978). "Estimating the Dimension of a Model." The Annals of Statistics 6: 461-464. Serletis, Apostolos (1997). "Is There an East-West Split in North American Natural Gas Markets?" The Energy Journal 18(1): 47-62. Serletis, Apostolos and Periklis Gogas (1997). "Chaos in East European Black-Market Exchange Rates." Research in Economics 51: 359-385. White, H. (1989). "Some Asymptotic Results for Learning in Single Hidden-Layer Foodforward Network Models." Journal of the American Statistical Association 84: 1003-1013. |
URI: | https://mpra.ub.uni-muenchen.de/id/eprint/1576 |