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We consider estimation procedures which are recursive in the sense that each successive estimator is obtained from the previous one by a simple adjustment. The model considered in the paper is very general as we do not impose any…

统计理论 · 数学 2007-05-23 Teo Sharia

Functional data analysis is proved to be useful in many scientific applications. The physical process is observed as curves and often there are several curves observed due to multiple subjects, providing the replicates in statistical sense.…

统计方法学 · 统计学 2018-01-30 Tapabrata Maiti , Abolfazl Safikhani , Ping-Shou Zhong

We study the asymptotic behavior of the least squares estimators of the unknown parameters of bifurcating autoregressive processes. Under very weak assumptions on the driven noise of the process, namely conditional pair-wise independence…

概率论 · 数学 2009-06-29 Bernard Bercu , Benoite de Saporta , Anne Gegout-Petit

We introduce a variational theory for processes adapted to the multi-dimensional Brownian motion filtration that provides a differential structure allowing to describe infinitesimal evolution of Wiener functionals at very small scales. The…

概率论 · 数学 2017-12-01 Dorival Leão , Alberto Ohashi , Alexandre B. Simas

We construct a new process using a fractional Brownian motion and a fractional Ornstein-Uhlenbeck process of the Second Kind as building blocks. We consider the increments of the new process in discrete time and, as a result, we obtain a…

数理金融 · 定量金融 2017-12-11 José Igor Morlanes

We consider three problems in high-dimensional Gaussian linear mixed models. Without any assumptions on the design for the fixed effects, we construct an asymptotic $F$-statistic for testing whether a collection of random effects is zero,…

统计理论 · 数学 2019-07-30 Michael Law , Ya'acov Ritov

We investigate large deviation properties of the maximum likelihood drift parameter estimator for Ornstein--Uhlenbeck process driven by mixed fractional Brownian motion.

概率论 · 数学 2016-07-14 Dmytro Marushkevych

We study the asymptotic behaviour of sequences of multivariate random variables representing the number of occurrences of a given set of symbols in a word of length $n$ generated at random according to a rational stochastic model. Assuming…

概率论 · 数学 2026-02-03 Massimiliano Goldwurm , Claudio Macci , Marco Vignati , Elena Villa

Approximate Bayesian computation allows for statistical analysis in models with intractable likelihoods. In this paper we consider the asymptotic behaviour of the posterior distribution obtained by this method. We give general results on…

统计方法学 · 统计学 2018-05-09 David T. Frazier , Gael M. Martin , Christian P. Robert , Judith Rousseau

In this paper, we introduce a model of Brownian polymer in a continuous random environment. The asymptotic behavior of the partition function associated to this polymer measure is studied, and we are able to separate a weak and strong…

概率论 · 数学 2007-05-23 Carles Rovira , amy Tindel

The paper deals with the asymptotic behavior of the bridge of a Gaussian process conditioned to stay in $n$ fixed points at $n$ fixed past instants. In particular, functional large deviation results are stated for small time. Several…

概率论 · 数学 2016-04-06 L. Caramellino , B. Pacchiarotti

Many results in the theory of Gaussian processes rely on the eigenstructure of the covariance operator. However, eigenproblems are notoriously hard to solve explicitly and closed form solutions are known only in a limited number of cases.…

概率论 · 数学 2018-05-23 Pavel Chigansky , Marina Kleptsyna

This paper presents a novel centralized, variational data assimilation approach for calibrating transient dynamic models in electrical power systems, focusing on load model parameters. With the increasing importance of inverter-based…

最优化与控制 · 数学 2023-11-15 Ahmed Attia , D. Adrian Maldonado , Emil Constantinescu , Mihai Anitescu

The Brownian motion over the space of fluid velocity configurations driven by the hydrodynamical equations is considered. The Green function is computed in the form of an asymptotic series close to the standard diffusion kernel. The high…

软凝聚态物质 · 物理学 2007-05-23 D. Volchenkov , R. Lima

We consider high frequency observations from a fractional Brownian motion. Inspired by the work of Jean Jacod in a diffusion setting, we investigate the asymptotic behavior of various classical statistics related to the local times of the…

概率论 · 数学 2017-10-24 Mark Podolskij , Mathieu Rosenbaum

The Gaussian mixed-effects model driven by a stationary integrated Ornstein-Uhlenbeck process has been used for analyzing longitudinal data having an explicit and simple serial-correlation structure in each individual. However, the…

统计理论 · 数学 2023-11-07 Takumi Imamura , Hiroki Masuda , Hayato Tajima

In this paper we present new theoretical results on optimal estimation of certain random quantities based on high frequency observations of a L\'evy process. More specifically, we investigate the asymptotic theory for the conditional mean…

概率论 · 数学 2020-01-09 Jevgenijs Ivanovs , Mark Podolskij

We study several matrix diffusion processes constructed from a unitary Brownian motion. In particular, we use the Stiefel fibration to lift the Brownian motion of the complex Grassmannian to the complex Stiefel manifold and deduce a…

概率论 · 数学 2020-10-01 Fabrice Baudoin , Jing Wang

Analytical work probability distributions for open classical systems are scarce; they can only be calculated in a few examples. In this work, I present a new method to derive such quantities for weakly driven processes in the overdamped…

统计力学 · 物理学 2025-04-09 Pierre Nazé

Approximations of fractional Brownian motion using Poisson processes whose parameter sets have the same dimensions as the approximated processes have been studied in the literature. In this paper, a special approximation to the…

统计理论 · 数学 2012-01-05 Yuqiang Li , Hongshuai Dai