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相关论文: On the Time Series Length for an Accurate Fractal …

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This article explores the required amount of time series points from a high-speed computer network to accurately estimate the Hurst exponent. The methodology consists in designing an experiment using estimators that are applied to time…

信号处理 · 电气工程与系统科学 2024-10-28 Ginno Millán , Román Osorio-Comparán , Gastón Lefranc

This article explores the required amount of time series points from a high-speed traffic network to accurately estimate the Hurst exponent. The methodology consists in designing an experiment using estimators that are applied to time…

应用统计 · 统计学 2021-03-09 G. Millán

Fractal behavior and long-range dependence are widely observed in measurements and characterization of traffic flow in high-speed computer networks of different technologies and coverage levels. This paper presents the results obtained when…

网络与互联网体系结构 · 计算机科学 2021-07-13 G. Millán , G. Lefranc , R. Osorio-Comparán , V. Lomas-Barrie

Fractal behavior and long-range dependence have been observed in tele-traffic measurement and characterization. In this paper we show results of application of the fractal analysis to internet traffic via various methods. Our result…

计算物理 · 物理学 2007-05-23 K. B. Chong , K. Y. Choo

Fractal time series has been shown to be self-affine and are characterized by a roughness exponent H. The exponent H is a measure of the persistence of the fluctuations associated with the time series. We use a recently introduced method…

统计力学 · 物理学 2007-05-23 J. R. Sanchez , C. M. Arizmendi

The spacing of nearest levels of the spectrum of a complex network can be regarded as a time series. Joint use of Multi-fractal Detrended Fluctuation Approach (MF-DFA) and Diffusion Entropy (DE) is employed to extract characteristics from…

统计力学 · 物理学 2007-05-23 Huijie Yang , Fangcui Zhao , Longyu Qi , Beilai Hu

Fractionally integrated time series, exhibiting long memory with slowly decaying autocorrelations, are frequently encountered in economics, finance, and related fields. Since the seminal work of Robinson (1995), a variety of semiparametric…

计量经济学 · 经济学 2025-12-17 Jason R. Blevins

It is proposed a class of statistical estimators $\hat H =(\hat H_1, \ldots, \hat H_d)$ for the Hurst parameters $H=(H_1, \ldots, H_d)$ of fractional Brownian field via multi-dimensional wavelet analysis and least squares, which are…

信息论 · 计算机科学 2015-02-04 Liang Wu , Yiming Ding

This paper studies and analyses the behavior of the Long-Range Dependence in network traffic after classifying traffic flows in aggregated time series. Following Differentiated Services architecture principles, the generic Quality of…

信号处理 · 电气工程与系统科学 2021-03-09 G. Millán

An extensive body of research deals with estimating the correlation and the Hurst parameter of Internet traffic traces. The significance of these statistics is due to their fundamental impact on network performance. The coverage of Internet…

网络与互联网体系结构 · 计算机科学 2012-08-15 Amr Rizk , Zdravko Bozakov , Markus Fidler

Current methods for determining whether a time series exhibits fractal structure (FS) rely on subjective assessments on estimators of the Hurst exponent (H). Here, I introduce the Bayesian Assessment of Scaling, an analytical framework for…

数据分析、统计与概率 · 物理学 2009-11-13 Fermín Moscoso del Prado Martín

For a long time, many methods are developed to make temporal signal analyses based on time series. However, for geographical systems, spatial signal analyses are as important as temporal signal analyses. Nonstationary spatial and temporal…

物理与社会 · 物理学 2020-12-29 Yanguang Chen , Yuqing Long

The scaling properties of spectra of real world complex networks are studied by using the wavelet transform. It is found that the spectra of networks are multifractal. According to the values of the long-range correlation exponent, the Hust…

物理与社会 · 物理学 2009-11-13 Huijie Yang , Chuanyang Yin , Guimei Zhu , Baowen Li

The fractal or Hausdorff dimension is a measure of roughness (or smoothness) for time series and spatial data. The graph of a smooth, differentiable surface indexed in $\mathbb{R}^d$ has topological and fractal dimension $d$. If the surface…

统计方法学 · 统计学 2015-03-17 Tilmann Gneiting , Hana Ševčíková , Donald B. Percival

The study of human dynamics has attracted much interest from many fields recently. In this paper, the fractal characteristic of human behaviors is investigated from the perspective of time series constructed with the amount of library…

物理与社会 · 物理学 2015-05-20 Chao Fan , Jin-Li Guo , Yi-Long Zha

Hitting times provide a fundamental measure of distance in random processes, quantifying the expected number of steps for a random walk starting at node $u$ to reach node $v$. They have broad applications across domains such as network…

数据结构与算法 · 计算机科学 2025-11-07 Themistoklis Haris , Fabian Spaeh , Spyros Dragazis , Charalampos Tsourakakis

To model a given time series $F(t)$ with fractal Brownian motions (fBms), it is necessary to have appropriate error assessment for related quantities. Usually the fractal dimension $D$ is derived from the Hurst exponent $H$ via the relation…

数据分析、统计与概率 · 物理学 2015-06-17 Bingqiang Qiao , Siming Liu

This paper addresses the estimation of locally stationary long-range dependent processes, a methodology that allows the statistical analysis of time series data exhibiting both nonstationarity and strong dependency. A time-varying…

统计理论 · 数学 2010-11-12 Wilfredo Palma , Ricardo Olea

A new concept, called balanced estimator of diffusion entropy, is proposed to detect scalings in short time series. The effectiveness of the method is verified by means of a large number of artificial fractional Brownian motions. It is used…

统计金融 · 定量金融 2012-11-15 Jingzhao Qi , Huijie Yang

The small-world networks recently introduced by Watts and Strogatz [Nature 393, 440 (1998)] has attracted much interests in studying the interesting properties of the networks without time-delay. However, a signal or influence travelling on…

无序系统与神经网络 · 物理学 2010-03-26 Xin-She Yang
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