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In this paper, we introduce a new class of estimators of the Hurst exponent of the fractional Brownian motion (fBm) process. These estimators are based on sample expectiles of discrete variations of a sample path of the fBm process. In…

统计理论 · 数学 2011-07-06 Jean-François Coeurjolly , Hedi Kortas

We study the asymptotic properties of an estimator of Hurst parameter of a stochastic differential equation driven by a fractional Brownian motion with $H > 1/2$. Utilizing the theory of asymptotic expansion of Skorohod integrals introduced…

概率论 · 数学 2024-07-03 Hayate Yamagishi

This paper addresses the problem of estimating the Hurst exponent of the fractional Brownian motion from continuous time noisy sample. Consistent estimation in the setup under consideration is possible only if either the length of the…

统计理论 · 数学 2023-10-09 P. Chigansky , M. Kleptsyna

The Hurst exponent is the simplest numerical summary of self-similar long-range dependent stochastic processes. We consider the estimation of Hurst exponent in long-range dependent curve time series. Our estimation method begins by…

统计理论 · 数学 2020-09-21 Han Lin Shang

Asymptotic expansion is presented for an estimator of the Hurst coefficient of a fractional Brownian motion. For this, a recently developed theory of asymptotic expansion of the distribution of Wiener functionals is applied. The effects of…

统计理论 · 数学 2022-09-08 Yuliya Mishura , Hayate Yamagishi , Nakahiro Yoshida

This paper presents $whittlehurst$, a Python package implementing Whittle's likelihood method for estimating the Hurst exponent in fractional Brownian motion (fBm). While the theoretical foundations of Whittle's estimator are…

统计计算 · 统计学 2025-06-04 Bálint Csanády , Lóránt Nagy , András Lukács

We study some estimators of the Hurst index and the diffusion coefficient of the fractional Gompertz diffusion process and prove that they are strongly consistent and most of them are asymptotically normal. Moreover, we compare the…

概率论 · 数学 2016-07-13 Kestutis Kubilius , Dmitrij Melichov

Starting from the notion of multivariate fractional Brownian Motion introduced in [F. Lavancier, A. Philippe, and D. Surgailis. Covariance function of vector self-similar processes. Statistics & Probability Letters, 2009] we define a…

概率论 · 数学 2025-09-16 Ranieri Dugo , Giacomo Giorgio , Paolo Pigato

There is much confusion in the literature over Hurst exponents. Recently, we took a step in the direction of eliminating some of the confusion. One purpose of this paper is to illustrate the difference between fBm on the one hand and…

统计力学 · 物理学 2015-06-25 Joseph L. McCauley , Gemunu H. Gunaratne , Kevin E. Bassler

This paper proposes consistent and asymptotically Gaussian estimators for the drift, the diffusion coefficient and the Hurst exponent of the discretely observed fractional Ornstein-Uhlenbeck process. For the estimation of the drift, the…

统计计算 · 统计学 2011-12-19 Alexandre Brouste , Stefano M. Iacus

The long range dependence of the fractional Brownian motion (fBm), fractional Gaussian noise (fGn), and differentiated fGn (DfGn) is described by the Hurst exponent $H$. Considering the realisations of these three processes as time series,…

数据分析、统计与概率 · 物理学 2016-07-20 Mariusz Tarnopolski

Using a wavelet decomposition technique, we have extracted the Hurst exponent for a sample of 46 long and 22 short Gamma-ray bursts (GRBs) detected by the Gamma-ray Burst Monitor (GBM) aboard the Fermi satellite. This exponent is a scaling…

高能天体物理现象 · 物理学 2015-06-11 Glen MacLachlan , Ashwin Shenoy , Eda Sonbas , Rob Coyne , Kalvir Dhuga , Ali Eskandarian , Leonard Maximon , William Parke

The goal of this paper is to propose a new approach to asymptotic analysis of the finite predictor for stationary sequences. It produces the exact asymptotics of the relative prediction error and the partial correlation coefficients. The…

统计理论 · 数学 2025-04-03 P. Chigansky , M. Kleptsyna

This paper proposes feasible asymptotically efficient estimators for a certain class of Gaussian noises with self-similar and stationary properties, which includes the fractional Gaussian noise, under high frequency observations. In this…

统计理论 · 数学 2016-11-23 Masaaki Fukasawa , Tetsuya Takabatake

A new nonparametric estimator of the local Hurst function of a multifractional Gaussian process based on the increment ratio (IR) statistic is defined. In a general frame, the point-wise and uniform weak and strong consistency and a…

统计理论 · 数学 2012-11-29 Jean-Marc Bardet , Donatas Surgailis

A number of phenomena in various fields such as geology, atmospheric sciences, economics, to list a few, can be modeled as a fractional Brownian motion indexed by Hurst exponent $H$. This exponent is related to the degree of regularity and…

统计方法学 · 统计学 2016-05-05 Minkyoung Kang , Brani Vidakovic

Fractional Gaussian noise (fGn) is a self-similar stochastic process used to model anti-persistent or persistent dependency structures in observed time series. Properties of the autocovariance function of fGn are characterised by the Hurst…

统计方法学 · 统计学 2016-11-22 Sigrunn Holbek Sørbye , Håvard Rue

There is much confusion in the literature over Hurst exponent (H). The purpose of this paper is to illustrate the difference between fractional Brownian motion (fBm) on the one hand and Gaussian Markov processes where H is different to 1/2…

信号处理 · 电气工程与系统科学 2021-03-10 G. Millán

We examine two stochastic processes with random parameters, which in their basic versions (i.e., when the parameters are fixed) are Gaussian and display long range dependence and anomalous diffusion behavior, characterized by the Hurst…

概率论 · 数学 2024-10-16 Hubert Woszczek , Agnieszka Wylomanska , Aleksei Chechkin

Closed-form expressions, parametrized by the Hurst exponent $H$ and the length $n$ of a time series, are derived for paths of fractional Brownian motion (fBm) and fractional Gaussian noise (fGn) in the $\mathcal{A}-\mathcal{T}$ plane,…

数据分析、统计与概率 · 物理学 2020-01-01 Mariusz Tarnopolski
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