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Multifractal structure of global monthly mean temperature anomaly time series over the period of 1850-2012 are studied in terms of the multifractal detrended moving average (MFDMA) analysis. We try to address the possible source(s) and the…

大气与海洋物理 · 物理学 2017-08-17 Provash Mali

We develop a method for the multifractal characterization of nonstationary time series, which is based on a generalization of the detrended fluctuation analysis (DFA). We relate our multifractal DFA method to the standard partition…

数据分析、统计与概率 · 物理学 2009-11-07 Jan W. Kantelhardt , Stephan A. Zschiegner , Eva Koscielny-Bunde , Armin Bunde , Shlomo Havlin , H. Eugene Stanley

It is ubiquitous in natural and social sciences that two variables, recorded temporally or spatially in a complex system, are cross-correlated and possess multifractal features. We propose a new method called multifractal detrended…

数据分析、统计与概率 · 物理学 2008-12-02 Wei-Xing Zhou

We examine the scaling regime for the detrended fluctuation analysis (DFA) - the most popular method used to detect the presence of long memory in data and the fractal structure of time series. First, the scaling range for DFA is studied…

数据分析、统计与概率 · 物理学 2015-06-05 Dariusz Grech , Zygmunt Mazur

We examine the Detrended Fluctuation Analysis (DFA), which is a well-established method for the detection of long-range correlations in time series. We show that deviations from scaling that appear at small time scales become stronger in…

Detrended fluctuation analysis (DFA) is a simple but very efficient method for investigating the power-law long-term correlations of non-stationary time series, in which a detrending step is necessary to obtain the local fluctuations at…

统计力学 · 物理学 2011-09-09 Xi-Yuan Qian , Wei-Xing Zhou , Gao-Feng Gu

Long-range temporal and spatial correlations have been reported in a remarkable number of studies. In particular power-law scaling in neural activity raised considerable interest. We here provide a straightforward algorithm not only to…

定量方法 · 定量生物学 2015-12-09 Robert Ton , Andreas Daffertshofer

We study finite sample properties of estimators of power-law cross-correlations -- detrended cross-correlation analysis (DCCA), height cross-correlation analysis (HXA) and detrending moving-average cross-correlation analysis (DMCA) -- with…

数据分析、统计与概率 · 物理学 2014-12-11 Ladislav Kristoufek

We focus on power-law coherency as an alternative approach towards studying power-law cross-correlations between simultaneously recorded time series. To be able to study empirical data, we introduce three estimators of the power-law…

统计金融 · 定量金融 2018-10-30 Ladislav Kristoufek

Dynamic model averaging (DMA) combines the forecasts of a large number of dynamic linear models (DLMs) to predict the future value of a time series. The performance of DMA critically depends on the appropriate choice of two forgetting…

计量经济学 · 经济学 2019-12-11 Alisa Yusupova , Nicos G. Pavlidis , Efthymios G. Pavlidis

The purpose of this article is to develop the dimension reduction techniques in panel data analysis when the number of individuals and indicators is large. We use Principal Component Analysis (PCA) method to represent large number of…

统计方法学 · 统计学 2017-01-10 Guobin Fang , Kani Chen , Bo Zhang

Dynamic mode decomposition (DMD) is a data-driven method that models high-dimensional time series as a sum of spatiotemporal modes, where the temporal modes are constrained by linear dynamics. For nonlinear dynamical systems exhibiting…

动力系统 · 数学 2019-06-17 Seth M. Hirsh , Kameron Decker Harris , J. Nathan Kutz , Bingni W. Brunton

Detrended Fluctuation Analysis (DFA) is widely used to assess the presence of long-range temporal correlations in time series. Signals with long-range temporal correlations are typically defined as having a power law decay in their…

定量方法 · 定量生物学 2013-06-24 Maria Botcharova , Simon F Farmer , Luc Berthouze

We investigate how various coarse-graining methods affect the scaling properties of long-range power-law correlated and anti-correlated signals, quantified by the detrended fluctuation analysis. Specifically, for coarse-graining in the…

数据分析、统计与概率 · 物理学 2015-05-18 Yinlin Xu , Qianli D. Y. Ma , Daniel T. Schmitt , Pedro Bernaola-Galván , Plamen Ch. Ivanov

This paper presents adaptive bidirectional minimum mean-square error (MMSE) parameter estimation algorithms for fast-fading channels. The time correlation between successive channel gains is exploited to improve the estimation and tracking…

信息论 · 计算机科学 2013-06-12 Patrick Clarke , Rodrigo C. de Lamare

The detrended fluctuation analysis (DFA) [Peng et al., 1994] and its extensions (MF-DFA) [Kantelhardt et al., 2002] have been used extensively to determine possible long-range correlations in self-affine signals. While the DFA has been…

统计力学 · 物理学 2015-06-24 Radhakrishnan Nagarajan , Rajesh G. Kavasseri

Different variants of MFDFA technique are applied in order to investigate various (artificial and real-world) time series. Our analysis shows that the calculated singularity spectra are very sensitive to the order of the detrending…

数据分析、统计与概率 · 物理学 2023-07-19 P. Oświęcimka , S. Drożdż , J. Kwapień , A. Z. Górski

Certain instrumental effects and data reduction anomalies introduce systematic errors in photometric time-series. Detrending algorithms such as the Trend Filtering Algorithm (TFA) (Kov\'{a}cs et al. 2004) have played a key role in…

天体物理仪器与方法 · 物理学 2014-11-20 D. del Ser , O. Fors , J. Núñez , H. Voss , A. Rosich , V. Kouprianov

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

An analytical formula for the contributions of the trend leftovers in DFA method is presented, based upon which the crossovers in DFA are investigated in detail. This general formula can explain the calculated results with DFA method for…

统计力学 · 物理学 2007-05-23 Huijie Yang , Fangcui Zhao , Xizhen Wu , Zhuxia Li , Yizhong Zhuo