中文
相关论文

相关论文: A Fleming--Viot process and Bayesian nonparametric…

200 篇论文

In this article we consider the development of unbiased estimators of the Hessian, of the log-likelihood function with respect to parameters, for partially observed diffusion processes. These processes arise in numerous applications, where…

统计方法学 · 统计学 2022-10-12 Neil K. Chada , Ajay Jasra , Fangyuan Yu

The problem of estimating interacting systems of multiple objects is important to a number of different fields of mathematics, physics, and engineering. Drawing from a range of disciplines, including statistical physics, variational…

泛函分析 · 数学 2012-09-07 Daniel E. Clark , Jeremie Houssineau

In the present paper, we consider that $N$ diffusion processes $X^1,\dots,X^N$ are observed on $[0,T]$, where $T$ is fixed and $N$ grows to infinity. Contrary to most of the recent works, we no longer assume that the processes are…

统计理论 · 数学 2025-11-18 Fabienne Comte , Nicolas Marie

We prove It{\^o}'s formula for the flow of measures associated with a jump process defined by a drift, an integral with respect to a Poisson random measure and with respect to the associated compensated Poisson random measure. We work in…

概率论 · 数学 2022-11-30 Thomas Cavallazzi

We consider the problem of simulating diffusion bridges, which are diffusion processes that are conditioned to initialize and terminate at two given states. The simulation of diffusion bridges has applications in diverse scientific fields…

统计计算 · 统计学 2025-06-19 Jeremy Heng , Valentin De Bortoli , Arnaud Doucet , James Thornton

In June 2012 on a conference in Bielefeld, after the author made the presentation of his theory of nonlinear Markov processes, Tom Kurtz asked him whether his methods would allow to get well-posedness for nonlinear McKean-Vlasov type…

概率论 · 数学 2022-05-03 Vassili N. Kolokoltsov

The Fleming-Viot particle system consists of $N$ identical particles diffusing in a domain $U \subset \mathbb{R}^d$. Whenever a particle hits the boundary $\partial U$, that particle jumps onto another particle in the interior. It is known…

概率论 · 数学 2020-11-25 Oliver Tough , James Nolen

We propose an approach to compute the boundary crossing probabilities for a class of diffusion processes which can be expressed as piecewise monotone (not necessarily one-to-one) functionals of a standard Brownian motion. This class…

概率论 · 数学 2007-05-23 Liqun Wang , Klaus Pötzelberger

Diffusion is a fundamental physical phenomenon with critical applications in fields such as metallurgy, cell biology, and population dynamics. While standard diffusion is well-understood, anomalous diffusion often requires complex non-local…

统计力学 · 物理学 2026-01-16 Gabriel Barreiro , Vladimir Pérez-Veloz

We establish an existence result of a solution to a class of probability measure-valued equations, whose solutions can be associated with stationary distributions of many McKean-Vlasov diffusions with gradient-type drifts. Coefficients of…

概率论 · 数学 2025-04-15 Shao-Qin Zhang

Let $(X_t)$ be a reflected diffusion process in a bounded convex domain in $\mathbb R^d$, solving the stochastic differential equation $$dX_t = \nabla f(X_t) dt + \sqrt{2f (X_t)} dW_t, ~t \ge 0,$$ with $W_t$ a $d$-dimensional Brownian…

统计理论 · 数学 2024-01-30 Richard Nickl

A general method is proposed which allows one to estimate drift and diffusion coefficients of a stochastic process governed by a Langevin equation. It extends a previously devised approach [R. Friedrich et al., Physics Letters A 271, 217…

数据分析、统计与概率 · 物理学 2009-11-11 D. Kleinhans , R. Friedrich , A. Nawroth , J. Peinke

The literature on Bayesian methods for the analysis of discrete-time semi-Markov processes is sparse. In this paper, we introduce the semi-Markov beta-Stacy process, a stochastic process useful for the Bayesian non-parametric analysis of…

统计理论 · 数学 2020-07-24 Andrea Arfè , Stefano Peluso , Pietro Muliere

The crossover among two or more types of diffusive processes represents a vibrant theme in nonequilibrium statistical physics. In this work we propose two models to generate crossovers among different L\'evy processes: in the first model we…

统计力学 · 物理学 2020-09-15 Maike A. F. dos Santos , Fernando D. Nobre , Evaldo M. F. Curado

In this article we consider likelihood-based estimation of static parameters for a class of partially observed McKean-Vlasov (POMV) diffusion process with discrete-time observations over a fixed time interval. In particular, using the…

统计方法学 · 统计学 2024-11-12 Ajay Jasra , Mohamed Maama , Raul Tempone

We present a generalized integral fluctuation theorem (GIFT) for general diffusion processes using the Feynman-Kac and Cameron-Martin-Girsanov formulas. Existing IFTs can be thought of to be its specific cases. We interpret the origin of…

统计力学 · 物理学 2015-05-13 Fei Liu , Zhong-can Ou-Yang

We investigate the moment estimation for an ergodic diffusion process with unknown trend coefficient. We consider nonparametric and parametric estimation. In each case, we present a lower bound for the risk and then construct an…

统计理论 · 数学 2011-11-10 Yury A. Kutoyants , Nakahiro Yoshida

Given discrete time observations over a fixed time interval, we study a nonparametric Bayesian approach to estimation of the volatility coefficient of a stochastic differential equation. We postulate a histogram-type prior on the volatility…

统计方法学 · 统计学 2019-04-01 Shota Gugushvili , Frank van der Meulen , Moritz Schauer , Peter Spreij

In this paper we study a family of nonlinear (conditional) expectations that can be understood as a diffusion with uncertain local characteristics. Here, the differential characteristics are prescribed by a set-valued function. We establish…

概率论 · 数学 2023-08-04 David Criens , Lars Niemann

We present the idea of intertwining of two diffusions by Feynman-Kac operators. We present some variations and implications of the method and give examples of its applications. Among others, it turns out to be a very useful tool for finding…

概率论 · 数学 2014-10-21 Maciej Wiśniewolski , Jacek Jakubowski