Second-order moving average and scaling of stochastic time series

被引:399
作者
Alessio, E
Carbone, A
Castelli, G
Frappietro, V
机构
[1] Metronome Ric Mercati Finanziari, I-10123 Turin, Italy
[2] INFM, I-10129 Turin, Italy
[3] Politecn Torino, Dipartimento Fis, I-10129 Turin, Italy
关键词
D O I
10.1140/epjb/e20020150
中图分类号
O469 [凝聚态物理学];
学科分类号
070205 ;
摘要
Long-range correlation properties of stochastic time series y(i) have been investigated by introducing the function sigma(MA)(2) = 1/N(max-n) Sigma(i=n)(Nmax) [y(i) - (y) over tilde (n)(i)](2), where (y) over tilde (i) is the moving average of y(i), defined as 1/n Sigma(k=0)(n-1) y(i - k), n the moving average window and N(max) is the dimension of the stochastic series. It is shown that, using an appropriate computational procedure, the function sigma(MA) varies as n(H) where H is the Hurst exponent of the series. A comparison of the power-law exponents obtained using respectively the function sigma(MA) and the Detrended Fluctuation Analysis has been also carried out. Interesting features denoting the existence of a relationship between the scaling properties of the noisy process and the moving average filtering technique have been evidenced.
引用
收藏
页码:197 / 200
页数:4
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