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The generalization of fractional Brownian motion in infinite-dimensional white and grey noise spaces has been recently carried over, following the Mandelbrot-Van Ness representation, through Riemann-Liouville type fractional operators. Our…

概率论 · 数学 2023-09-26 Luisa Beghin , Lorenzo Cristofaro , Yuliya Mishura

Stochastic integration \textit{wrt} Gaussian processes has raised strong interest in recent years, motivated in particular by its applications in Internet traffic modeling, biomedicine and finance. The aim of this work is to define and…

概率论 · 数学 2018-02-15 Joachim Lebovits

We introduce a new Gaussian process, a generalization of both fractional and subfractional Brownian motions, which could serve as a good model for a larger class of natural phenomena. We study its main stochastic properties and some…

概率论 · 数学 2017-04-10 Mounir Zili

We introduce a new class of self-similar Gaussian stochastic processes, where the covariance is defined in terms of a fractional Brownian motion and another Gaussian process. A special case is the solution in time to the fractional-colored…

概率论 · 数学 2015-08-28 Daniel Harnett , David Nualart

Various approaches to stochastic processes exist, noting that key properties such as measurability and continuity are not trivially satisfied. We introduce a new theory for Gaussian processes using improper linear functionals. Using a…

统计理论 · 数学 2020-10-15 Niels Lundtorp Olsen

Using the white noise space setting, we define and study stochastic integrals with respect to a class of stationary increment Gaussian processes. We focus mainly on continuous functions with values in the Kondratiev space of stochastic…

概率论 · 数学 2010-08-03 Daniel Alpay , Haim Attia , David Levanony

Stochastic integration with respect to Gaussian processes, such as fractional Brownian motion (fBm) or multifractional Brownian motion (mBm), has raised strong interest in recent years, motivated in particular by applications in finance,…

概率论 · 数学 2018-02-15 Joachim Lebovits

We introduce a stochastic analysis of Grassmann random variables suitable for the stochastic quantization of Euclidean fermionic quantum field theories. Analysis on Grassmann algebras is developed here from the point of view of quantum…

The process $(G_t)_{t\in[0,T]}$ is referred to as a fractional Gaussian process if the first-order partial derivative of the difference between its covariance function and that of the fractional Brownian motion $(B^H_t)_{t\in[0,T ]}$ is a…

概率论 · 数学 2023-09-20 Yong Chen , Ying Li

This paper gives a brief introduction to some important fractional and multifractional Gaussian processes commonly used in modelling natural phenomena and man-made systems. The processes include fractional Brownian motion (both standard and…

数学物理 · 物理学 2014-07-01 S. C. Lim , C. H. Eab

We study well-posedness of sweeping processes with stochastic perturbations generated by a fractional Brownian motion and convergence of associated numerical schemes. To this end, we first prove new existence, uniqueness and approximation…

经典分析与常微分方程 · 数学 2015-05-07 Adrian Falkowski , Leszek Slominski

With the use of Hida's white noise space theory space theory and spaces of stochastic distributions, we present a detailed analytic continuation theory for classes of Gaussian processes, with focus here on Brownian motion. For the latter,…

概率论 · 数学 2025-01-27 Luis Daniel Abreu , Daniel Alpay , Tryphon Georgiou , Palle Jorgensen

This is an overview about natural sample spaces for differential equations driven by various noises. Appropriate sample spaces are needed in order to facilitate a random dynamical systems approach for stochastic differential equations. The…

动力系统 · 数学 2009-12-02 Jinqiao Duan , Xingye Kan , Bjaorn Schmalfuss

A class of Gaussian processes generalizing the usual fractional Brownian motion for Hurst indices in (1/2,1) and multifractal Brownian motion introduced in Ralchenko and Shevchenko (Theory Probab Math Stat 80, 2010) and Boufoussi et al.…

概率论 · 数学 2013-07-08 Jelena Ryvkina

We consider a stochastic process $Y$ defined by an integral in quadratic mean of a deterministic function $f$ with respect to a Gaussian process $X$, which need not have stationary increments. For a class of Gaussian processes $X$, it is…

概率论 · 数学 2015-06-01 Rimas Norvaiša

We introduce the concept of numerical Gaussian processes, which we define as Gaussian processes with covariance functions resulting from temporal discretization of time-dependent partial differential equations. Numerical Gaussian processes,…

机器学习 · 统计学 2017-03-31 Maziar Raissi , Paris Perdikaris , George Em Karniadakis

We introduce the notion of {\em covariance measure structure} for square integrable stochastic processes. We define Wiener integral, we develop a suitable formalism for stochastic calculus of variations and we make Gaussian assumptions only…

概率论 · 数学 2007-05-23 Ida Kruk , Francesco Russo , Ciprian Tudor

In this paper we study three self-similar, long-range dependence, Gaussian processes. The first one, with covariance \int_0^{s\wedge t} u^a [(t-u)^b+(s-u)^b]du, parameters a>-1, -1<b\leq 1, |b|\leq 1+a, corresponds to fractional Brownian…

概率论 · 数学 2012-03-14 Tomasz Bojdecki , Luis G. Gorostiza , Anna Talarczyk

A novel representation of functions, called generalized Taylor form, is applied to the filtering of white noise processes. It is shown that every Gaussian colored noise can be expressed as the output of a set of linear fractional stochastic…

统计力学 · 物理学 2013-03-07 Giulio Cottone , Mario Di Paola , Roberta Santoro

In this article we introduce cylindrical fractional Brownian motions in Banach spaces and develop the related stochastic integration theory. Here a cylindrical fractional Brownian motion is understood in the classical framework of…

概率论 · 数学 2015-11-19 Elena Issoglio , Markus Riedle
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