English

Comparison study of DFA and DMA methods in analysis of autocorrelations in time series

Other Condensed Matter 2007-05-23 v1

Abstract

Statistics of the Hurst scaling exponents calculated with the use of two methods: recently introduced Detrended Moving Average Analysis(DMA) and Detrended Fluctuation Analysis (DFA)are compared. Analysis is done for artificial stochastic Brownian time series of various length and reveals interesting statistical relationships between two methods. Good agreement between DFA and DMA techniques is found for long time series L105L\sim 10^{5}, however for shorter series we observe that two methods give different results with no systematic relation between them. It is shown that, on the average, DMA method overestimates the Hurst exponent comparing it with DFA technique.

Keywords

Cite

@article{arxiv.cond-mat/0507395,
  title  = {Comparison study of DFA and DMA methods in analysis of autocorrelations in time series},
  author = {D. Grech and Z. Mazur},
  journal= {arXiv preprint arXiv:cond-mat/0507395},
  year   = {2007}
}

Comments

LaTeX 16 pages, 13 figures (included)