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In this paper, we present an overview of the recent developments of functional quantization of stochastic processes, with an emphasis on the quadratic case. Functional quantization is a way to approximate a process, viewed as a…

概率论 · 数学 2013-04-03 Gilles Pagès

The linear fractional stable motion generalizes two prominent classes of stochastic processes, namely stable L\'evy processes, and fractional Brownian motion. For this reason it may be regarded as a basic building block for continuous time…

统计理论 · 数学 2022-08-17 Fabian Mies , Mark Podolskij

In this paper we consider the problem of estimating the parameters of a Poisson arrival process where the rate function is assumed to lie in the span of a known basis. Our goal is to estimate the basis expansions coefficients given a…

信息论 · 计算机科学 2018-12-24 Michael G. Moore , Mark A. Davenport

We employ stabilization methods and second order Poincar\'e inequalities to establish rates of multivariate normal convergence for a large class of vectors $(H_s^{(1)},...,H_s^{(m)})$, $s \geq 1$, of statistics of marked Poisson processes…

概率论 · 数学 2021-03-02 Matthias Schulte , J. E. Yukich

The theory of sparse stochastic processes offers a broad class of statistical models to study signals. In this framework, signals are represented as realizations of random processes that are solution of linear stochastic differential…

概率论 · 数学 2017-02-17 Julien Fageot , Virginie Uhlmann , Michael Unser

This chapter is an attempt to present a mathematical theory of compound fractional Poisson processes. The chapter begins with the characterization of a well-known L\'evy process: The compound Poisson process. The semi-Markov extension of…

概率论 · 数学 2011-03-04 Enrico Scalas

We derive a high-resolution formula for the $L^2$-quantization errors of Riemann-Liouville processes and the sharp Kolmogorov entropy asymptotics for related Sobolev balls. We describe a quantization procedure which leads to asymptotically…

概率论 · 数学 2016-08-16 Harald Luschgy , Gilles Pagès

We describe quantization designs which lead to asymptotically and order optimal functional quantizers. Regular variation of the eigenvalues of the covariance operator plays a crucial role to achieve these rates. For the development of a…

概率论 · 数学 2013-04-03 Harald Luschgy , Gilles Pagès , Benedikt Wilbertz

We consider a new method of the semiparametric statistical estimation for the continuous-time moving average L\'evy processes. We derive the convergence rates of the proposed estimators, and show that these rates are optimal in the minimax…

统计方法学 · 统计学 2017-02-10 Denis Belomestny , Tatiana Orlova , Vladimir Panov

We derive a generalised It\=o formula for stochastic processes which are constructed by a convolution of a deterministic kernel with a centred L\'evy process. This formula has a unifying character in the sense that it contains the classical…

概率论 · 数学 2015-03-03 Christian Bender , Robert Knobloch , Philip Oberacker

U-statistics of spatial point processes given by a density with respect to a Poisson process are investigated. In the first half of the paper general relations are derived for the moments of the functionals using kernels from the Wiener-Ito…

概率论 · 数学 2014-06-24 Viktor Benes , Marketa Zikmundova

We establish presumably optimal rates of normal convergence with respect to the Kolmogorov distance for a large class of geometric functionals of marked Poisson and binomial point processes on general metric spaces. The rates are valid…

概率论 · 数学 2017-02-03 Raphaël Lachièze-Rey , Matthias Schulte , J. E. Yukich

Fractional generalizations of the Poisson process and branching Furry process are considered. The link between characteristics of the processes, fractional differential equations and Levy stable densities are discussed and used for…

统计力学 · 物理学 2010-02-15 Vladimir V. Uchaikin , Dexter O. Cahoy , Renat T. Sibatov

We prove precise almost sure lower path regularity results for a wide class of stochastic processes in all space dimensions $d\geq 1$. Examples include Gaussian processes, in particular, fractional Brownian motions with Hurst index $H\in…

概率论 · 数学 2026-05-28 Michael Hinz , Jonas M. Tölle , Lauri Viitasaari

This article studies Markovian stochastic motion of a particle on a graph with finite number of nodes and periodically time-dependent transition rates that satisfy the detailed balance condition at any time. We show that under general…

介观与纳米尺度物理 · 物理学 2015-06-03 Vladimir Y. Chernyak , John R. Klein , Nikolai A. Sinitsyn

Our first result concerns a characterisation by means of a functional equation of Poisson point processes conditioned by the value of their first moment. It leads to a generalised version of Mecke's formula. En passant, it also allows to…

概率论 · 数学 2018-09-25 Giovanni Conforti , Tetiana Kosenkova , Sylvie Roelly

The goal of this paper is to derive a formula for the finite dimensional joint characteristic function (the Fourier transform of the finite dimensional distribution) of the coupled process ${(W_{t},L_{t}^{A}):t\in \lbrack 0,\infty)}$, where…

概率论 · 数学 2012-06-07 Xi Geng , Zhongmin Qian

We construct an estimator of the L\'evy density of a pure jump L\'evy process, possibly of infinite variation, from the discrete observation of one trajectory at high frequency. The novelty of our procedure is that we directly estimate the…

概率论 · 数学 2020-04-06 Céline Duval , Ester Mariucci

In this paper, we rely on the additive decomposition in law satisfied by a class of stochastic processes, combined with the well-known regulariy properties of fractional Brownian motion, to establish Besov-Orlicz regularity of their sample…

概率论 · 数学 2026-05-11 Rachid Belfadli , Brahim Boufoussi , Youssef Ouknine

Given $n$ equidistant realisations of a L\'evy process $(L_t,\,t\ge 0)$, a natural estimator $\hat N_n$ for the distribution function $N$ of the L\'evy measure is constructed. Under a polynomial decay restriction on the characteristic…

统计理论 · 数学 2012-08-15 Richard Nickl , Markus Reiß
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