Detrending moving average algorithm: A closed-form approximation of the scaling law

被引:102
作者
Arianos, Sergio [1 ]
Carbone, Anna [1 ]
机构
[1] Politecn Torino, Dipartimento Fis, I-10129 Turin, Italy
关键词
hurst exponent; moving average; DMA algorithm;
D O I
10.1016/j.physa.2007.02.074
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
The Hurst exponent H of long range correlated series can be estimated by means of the detrending moving average (DMA) method. The computational tool, on which the algorithm is based, is the generalized variance sigma(2)(DMA) = 1/(N - n)Sigma(N)(i=n)[v(i) - y(n)(i)](2), with y(n)(i) = 1/n Sigma(n)(k=0)y(i - k) being the average over the moving window n and N the dimension of the stochastic series y(i). The ability to yield H relies on the property of sigma(2)(DMA) to vary as n(2H) over a wide range of scales [E. Alessio, A. Carbone, G. Castelli, V. Frappietro, Eur. J. Phys. B 27 (2002) 197]. Here, we give a closed form proof that sigma(2)(DMA) is equivalent to C(H)n(2H) and provide an explicit expression for C(H). We furthermore compare the values of C(H) with those obtained by applying the DMA algorithm to artificial self-similar signals. (C) 2007 Published by Elsevier B.V.
引用
收藏
页码:9 / 15
页数:7
相关论文
共 21 条
[1]   Second-order moving average and scaling of stochastic time series [J].
Alessio, E ;
Carbone, A ;
Castelli, G ;
Frappietro, V .
EUROPEAN PHYSICAL JOURNAL B, 2002, 27 (02) :197-200
[2]  
[Anonymous], LONG RANGE DEPENDENC
[3]  
[Anonymous], NATO ASI SERIES F
[4]   Time-dependent Hurst exponent in financial time series [J].
Carbone, A ;
Castelli, G ;
Stanley, HE .
PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2004, 344 (1-2) :267-271
[5]   Analysis of clusters formed by the moving average of a long-range correlated time series [J].
Carbone, A ;
Castelli, G ;
Stanley, HE .
PHYSICAL REVIEW E, 2004, 69 (02) :026105-1
[6]   Long-term memories of developed and emerging markets: Using the scaling analysis to characterize their stage of development [J].
Di Matteo, T ;
Aste, T ;
Dacorogna, MM .
JOURNAL OF BANKING & FINANCE, 2005, 29 (04) :827-851
[7]  
Feder J., 1988, Fractals. Physics of Solids and Liquids
[8]   Effect of temperature on the Hurst and growth exponents of CdTe polycrystalline films [J].
Ferreira, S. O. ;
Ribeiro, I. R. B. ;
Suela, J. ;
Menezes-Sobrinho, I. L. ;
Ferreira, S. C., Jr. ;
Alves, S. G. .
APPLIED PHYSICS LETTERS, 2006, 88 (24)
[9]   Establishing the relation between detrended fluctuation analysis and power spectral density analysis for stochastic processes [J].
Heneghan, C ;
McDarby, G .
PHYSICAL REVIEW E, 2000, 62 (05) :6103-6110
[10]  
HURST HE, 1951, T AM SOC CIV ENG, V116, P770