A metric and topological analysis of determinism in the crude oil spot market

被引:23
作者
Barkoulas, John T. [1 ]
Chakraborty, Atreya [2 ]
Ouandlous, Arav [3 ]
机构
[1] Georgia So Univ, Dept Finance & Quantitat Anal, Statesboro, GA 30460 USA
[2] Univ Massachusetts, Dept Accounting & Finance, Boston, MA 02125 USA
[3] Savannah State Univ, Coll Business Adm, Savannah, GA 31404 USA
关键词
Nonlinear dynamics; Chaos; Correlation dimension; Lyapunov exponents; Recurrence plots; STATISTICAL PROPERTIES; STRANGE ATTRACTORS; NONLINEAR DYNAMICS; CHAOS; PRICES;
D O I
10.1016/j.eneco.2011.10.004
中图分类号
F [经济];
学科分类号
02 ;
摘要
We 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. (C) 2011 Elsevier B.V. All rights reserved.
引用
收藏
页码:584 / 591
页数:8
相关论文
共 44 条
[1]  
Adelman M.A., 2004, REGULATION, V27, P16
[2]   Chaos in oil prices? Evidence from futures markets [J].
Adrangi, B ;
Chatrath, A ;
Dhanda, KK ;
Raffiee, K .
ENERGY ECONOMICS, 2001, 23 (04) :405-425
[3]  
[Anonymous], AN IMP HIGH OIL PRIC
[4]  
[Anonymous], 09220 IMF
[5]  
[Anonymous], 2000, Attractors, Bifurcations, & Chaos: Nonlinear Phenomena in Economics
[6]   Martingales, nonlinearity, and chaos [J].
Barnett, WA ;
Serletis, A .
JOURNAL OF ECONOMIC DYNAMICS & CONTROL, 2000, 24 (5-7) :703-724
[7]   CHAOS - SIGNIFICANCE, MECHANISM, AND ECONOMIC APPLICATIONS [J].
BAUMOL, WJ ;
BENHABIB, J .
JOURNAL OF ECONOMIC PERSPECTIVES, 1989, 3 (01) :77-105
[8]   CHAOS IN FUTURES MARKETS - A NONLINEAR DYNAMIC ANALYSIS [J].
BLANK, SC .
JOURNAL OF FUTURES MARKETS, 1991, 11 (06) :711-728
[9]   DISTINGUISHING RANDOM AND DETERMINISTIC SYSTEMS - ABRIDGED VERSION [J].
BROCK, WA .
JOURNAL OF ECONOMIC THEORY, 1986, 40 (01) :168-195
[10]  
Chwee V, 1998, ENERG J, V19, P149