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Physical Review E
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Physical Review E
Article . 2005 . Peer-reviewed
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https://dx.doi.org/10.48550/ar...
Article . 2004
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Effect of nonlinear filters on detrended fluctuation analysis

Authors: Chen, Z.; Hu, K.; Carpena, P.; Bernaola-Galvan, P.; Stanley, H. E.; Ivanov, P. Ch.;

Effect of nonlinear filters on detrended fluctuation analysis

Abstract

We investigate how various linear and nonlinear transformations affect the scaling properties of a signal, using the detrended fluctuation analysis (DFA). Specifically, we study the effect of three types of transforms: linear, nonlinear polynomial and logarithmic filters. We compare the scaling properties of signals before and after the transform. We find that linear filters do not change the correlation properties, while the effect of nonlinear polynomial and logarithmic filters strongly depends on (a) the strength of correlations in the original signal, (b) the power of the polynomial filter and (c) the offset in the logarithmic filter. We further investigate the correlation properties of three analytic functions: exponential, logarithmic, and power-law. While these three functions have in general different correlation properties, we find that there is a broad range of variable values, common for all three functions, where they exhibit identical scaling behavior. We further note that the scaling behavior of a class of other functions can be reduced to these three typical cases. We systematically test the performance of the DFA method in accurately estimating long-range power-law correlations in the output signals for different parameter values in the three types of filters, and the three analytic functions we consider.

12 pages, 7 figures

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Keywords

Models, Statistical, Statistical Mechanics (cond-mat.stat-mech), Statistics as Topic, FOS: Physical sciences, Condensed Matter - Soft Condensed Matter, Models, Biological, Nonlinear Dynamics, Animals, Humans, Soft Condensed Matter (cond-mat.soft), Computer Simulation, Condensed Matter - Statistical Mechanics, Algorithms

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
203
Top 10%
Top 1%
Top 1%
Green
bronze