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Techniques such as detrended fluctuation analysis (DFA) and its extensions have been widely used to determine the nature of scaling in nucleotide sequences. In this brief communication we show that tandem repeats which are ubiquitous in…

基因组学 · 定量生物学 2016-12-21 Radhakrishnan Nagarajan , Meenakshi Upreti

We focus on the importance of $q$ moments range used within multifractal detrended fluctuation analysis (MFDFA) to calculate the generalized Hurst exponent spread and multifractal properties of signals. Different orders of detrending…

数据分析、统计与概率 · 物理学 2013-07-26 Grzegorz Pamuła , Dariusz Grech

We extend our previous study of scaling range properties done for detrended fluctuation analysis (DFA) \cite{former_paper} to other techniques of fluctuation analysis (FA). The new technique called Modified Detrended Moving Average Analysis…

数据分析、统计与概率 · 物理学 2012-12-21 Grech Dariusz , Mazur Zygmunt

The detrending moving average (DMA) algorithm is a widely used technique to quantify the long-term correlations of non-stationary time series and the long-range correlations of fractal surfaces, which contains a parameter $\theta$…

统计金融 · 定量金融 2010-08-03 Gao-Feng Gu , Wei-Xing Zhou

We illustrate the efficacy of a discrete wavelet based approach to characterize fluctuations in non-stationary time series. The present approach complements the multi-fractal detrended fluctuation analysis (MF-DFA) method and is quite…

混沌动力学 · 物理学 2008-04-16 P. Manimaran , Prasanta K. Panigrahi , Jitendra C. Parikh

Data series generated by complex systems exhibit fluctuations on many time scales and/or broad distributions of the values. In both equilibrium and non-equilibrium situations, the natural fluctuations are often found to follow a scaling…

数据分析、统计与概率 · 物理学 2008-04-07 Jan W. Kantelhardt

We perform a comparative study of applicability of the Multifractal Detrended Fluctuation Analysis (MFDFA) and the Wavelet Transform Modulus Maxima (WTMM) method in proper detecting of mono- and multifractal character of data. We quantify…

其他凝聚态物理 · 物理学 2008-12-18 Pawel Oswiecimka , Jaroslaw Kwapien , S. Drozdz

It is shown that fractional derivatives of the (integrated) invariant measure of the Feigenbaum map at the onset of chaos have power-law tails in their cumulative distributions, whose exponents can be related to the spectrum of…

混沌动力学 · 物理学 2007-05-23 U. Frisch , K. Khanin , T. Matsumoto

We study temporal correlations and multifractal properties of long river discharge records from 41 hydrological stations around the globe. To detect long-term correlations and multifractal behaviour in the presence of trends, we apply…

地球物理 · 物理学 2007-05-23 Eva Koscielny-Bunde , Jan W. Kantelhardt , Peter Braun , Armin Bunde , Shlomo Havlin

We propose a fully multivariate generalization of multifractal detrended fluctuation analysis (MFDFA) and leverage it to develop a fault diagnosis framework for multichannel machine vibration data. We introduce a novel covariance-weighted…

信号处理 · 电气工程与系统科学 2025-11-27 Khuram Naveed , Naveed ur Rehman

Based on the well-known Detrended Fluctuation Analysis (DFA) for time series, in this work we describe a DFA for continuous real variable functions. Under certain conditions, DFA accurately predicts the long-term auto-correlation of the…

混沌动力学 · 物理学 2023-04-11 Luis Gil-Maqueda , Benjamín A. Itzá-Ortiz

The concept of multifractality offers a powerful formal tool to filter out multitude of the most relevant characteristics of complex time series. The related studies thus far presented in the scientific literature typically limit themselves…

统计金融 · 定量金融 2018-09-25 Stanisław Drożdż , Rafał Kowalski , Paweł Oświȩcimka , Rafał Rak , Robert Gȩbarowski

We make the comparative study of scaling range properties for detrended fluctuation analysis (DFA), detrended moving average analysis (DMA) and recently proposed new technique called modified detrended moving average analysis (MDMA). Basic…

数据分析、统计与概率 · 物理学 2013-11-05 Dariusz Grech , Zygmunt Mazur

Detrended fluctuation analysis (DFA) has been used widely to determine possible long-range correlations in data obtained from diverse settings. In a recent study [1], uncorrelated random spikes superimposed on the long-range correlated…

统计力学 · 物理学 2007-05-23 Radhakrishnan Nagarajan

Long-range correlation in financial time series reflects the complex dynamics of the stock markets driven by algorithms and human decisions. Our analysis exploits ultra-high frequency order book data from NASDAQ Nordic over a period of…

交易与市场微观结构 · 定量金融 2017-11-10 Martin Magris , Jiyeong Kim , Esa Rasanen , Juho Kanniainen

It is shown phenomenologically that the fractional derivative $\xi=D^\alpha u$ of order $\alpha$ of a multifractal function has a power-law tail $\propto |\xi| ^{-p_\star}$ in its cumulative probability, for a suitable range of $\alpha$'s.…

混沌动力学 · 物理学 2015-06-26 U. Frisch , T. Matsumoto

We have studied the multifractality of pion emission process in 16O-AgBr interactions at 2.1AGeV & 60AGeV, 12CAgBr &24Mg-AgBr interactions at 4.5AGeV and 32S-AgBr interactions at 200AGeV using Multifractal Detrended Fluctuation Analysis…

高能物理 - 实验 · 物理学 2016-03-16 Gopa Bhoumik , Argha Deb , Swarnapratim Bhattacharyya , Dipak Ghosh

Although recent studies have found that the long-term correlations relating to the fat-tailed distribution of inter-event times exist in human activity, and that these correlations indicate the presence of fractality, the property of…

物理与社会 · 物理学 2018-04-03 Yu-Hao Qin , Zhi-Dan Zhao , Shi-Min Cai , Liang Gao , H. Eugene Stanley

The presence of multifractality in a time series shows different correlations for different time scales as well as intermittent behaviour that cannot be captured by a single scaling exponent. The identification of a multifractal nature…

星系天体物理 · 物理学 2018-05-21 A. Bewketu Belete , J. P. Bravo , B. L. Canto Martins , I. C. Leão , J. M. De Araujo , J. R. De Medeiros

We examine several recently suggested methods for the detection of long-range correlations in data series based on similar ideas as the well-established Detrended Fluctuation Analysis (DFA). In particular, we present a detailed comparison…

统计金融 · 定量金融 2009-11-13 Amir Bashan , Ronny Bartsch , Jan W. Kantelhardt , Shlomo Havlin