A comment on measuring the Hurst exponent of financial time series

被引:117
作者
Couillard, M [1 ]
Davison, M [1 ]
机构
[1] Univ Western Ontario, Dept Appl Math, Western Sci Ctr, London, ON N6A 5B7, Canada
关键词
econophysics; hurst exponent; R/S analysis; efficient market hypothesis;
D O I
10.1016/j.physa.2004.09.035
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
A fundamental hypothesis of quantitative finance is that stock price variations are independent and can be modeled using Brownian motion. In recent years, it was proposed to use rescaled range analysis and its characteristic value, the Hurst exponent, to test for independence in financial time series. Theoretically, independent time series should be characterized by a Hurst exponent of 1/2. However, finite Brownian motion data sets will always give a value of the Hurst exponent larger than 1/2 and without an appropriate statistical test such a value can mistakenly be interpreted as evidence of long term memory. We obtain a more precise statistical significance test for the Hurst exponent and apply it to real financial data sets. Our empirical analysis shows no long-term memory in some financial returns, suggesting that Brownian motion cannot be rejected as a model for price dynamics. (C) 2004 Elsevier B.V. All rights reserved.
引用
收藏
页码:404 / 418
页数:15
相关论文
共 38 条
[1]  
Andreadis I, 2001, INT J SYST SCI, V32, P43, DOI 10.1080/00207720150210823
[2]   EXPECTED VALUE OF ADJUSTED RESCALED HURST RANGE OF INDEPENDENT NORMAL SUMMANDS [J].
ANIS, AA ;
LLOYD, EH .
BIOMETRIKA, 1976, 63 (01) :111-116
[3]   EVALUATING RESCALED RANGE ANALYSIS FOR TIME-SERIES [J].
BASSINGTHWAIGHTE, JB ;
RAYMOND, GM .
ANNALS OF BIOMEDICAL ENGINEERING, 1994, 22 (04) :432-444
[4]  
Beran J., 1994, STAT LONG MEMORY PRO
[5]  
BJORK T, 2004, NOTE WICK PRODUCTS F
[6]   R/S ANALYSIS OF FOREIGN-EXCHANGE RATES UNDER 2 INTERNATIONAL MONETARY REGIMES [J].
BOOTH, GG ;
KAEN, FR ;
KOVEOS, PE .
JOURNAL OF MONETARY ECONOMICS, 1982, 10 (03) :407-415
[7]   The detection and estimation of long memory in stochastic volatility [J].
Breidt, FJ ;
Crato, N ;
de Lima, P .
JOURNAL OF ECONOMETRICS, 1998, 83 (1-2) :325-348
[8]  
Cheung YW., 1993, Financ Rev, V28, P181, DOI [10.1111/j.1540-6288.1993.tb01344.x, DOI 10.1111/J.1540-6288.1993.TB01344.X]
[9]   TIME-VARIATION IN EXPECTED RETURNS [J].
CONRAD, J ;
KAUL, G .
JOURNAL OF BUSINESS, 1988, 61 (04) :409-425
[10]   TESTS FOR HURST EFFECT [J].
DAVIES, RB ;
HARTE, DS .
BIOMETRIKA, 1987, 74 (01) :95-101