Second-order moving average and scaling of stochastic time series
E Alessio, A Carbone, G Castelli… - The European Physical …, 2002 - Springer
E Alessio, A Carbone, G Castelli, V Frappietro
The European Physical Journal B-Condensed Matter and Complex Systems, 2002•SpringerLong-range correlation properties of stochastic time series y (i) have been investigated by
introducing the function σ 2 MA=[y (i)-(i)] 2, where (i) is the moving average of y (i), defined
as 1/ny (ik), 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 σ 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 σ MA and the Detrended Fluctuation …
introducing the function σ 2 MA=[y (i)-(i)] 2, where (i) is the moving average of y (i), defined
as 1/ny (ik), 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 σ 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 σ MA and the Detrended Fluctuation …
Abstract
Long-range correlation properties of stochastic time series y(i) have been investigated by introducing the function σ2 MA = [y(i) - (i)]2, where (i) is the moving average of y(i), defined as 1/n y(i - k), n the moving average window and Nmax is the dimension of the stochastic series. It is shown that, using an appropriate computational procedure, the function σ MA varies as nH where H is the Hurst exponent of the series. A comparison of the power-law exponents obtained using respectively the function σ 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.
Springer
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