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In this article, we study Bayesian inverse problems with multi-layered Gaussian priors. We first describe the conditionally Gaussian layers in terms of a system of stochastic partial differential equations. We build the computational…

统计理论 · 数学 2020-06-30 Muhammad Emzir , Sari Lasanen , Zenith Purisha , Lassi Roininen , Simo Särkkä

Wavefield speckle patterns are generated by interference of randomly scattered coherent light. In the weak-coupling regime of the It\^o-Schr\"odinger paraxial model for long-distance wave propagation, we show the following multiscale…

偏微分方程分析 · 数学 2025-10-13 Guillaume Bal , Anjali Nair

Graph-limit theory focuses on the convergence of sequences of graphs when the number of nodes becomes arbitrarily large. This framework defines a continuous version of graphs allowing for the study of dynamical systems on very large graphs,…

概率论 · 数学 2020-05-20 Julien Petit , Renaud Lambiotte , Timoteo Carletti

We study energy integrals and discrete energies on the sphere, in particular, analogs of the Riesz energy with the geodesic distance in place of Euclidean, and observe that the range of exponents for which the uniform distribution optimizes…

经典分析与常微分方程 · 数学 2016-12-28 Dmitriy Bilyk , Feng Dai

Gaussian processes retain the linear model either as a special case, or in the limit. We show how this relationship can be exploited when the data are at least partially linear. However from the perspective of the Bayesian posterior, the…

统计方法学 · 统计学 2008-07-13 Robert B. Gramacy , Herbert K. H. Lee

Probability functions figure prominently in optimization problems of engineering. They may be nonsmooth even if all input data are smooth.This fact motivates the consideration of subdifferentials for such typically just continuous…

最优化与控制 · 数学 2017-07-25 Abderrahim Hantoute , René Henrion , Pedro Pérez-Aros

Advection of a passive scalar $\theta$ in $d=2$ by a large-scale velocity field rapidly changing in time is considered. The Gaussian feature of the passive scalar statistics in the convective interval was discovered in \cite{95CFKLa}. Here…

chao-dyn · 物理学 2008-02-03 E. Balkovsky , M. Chertkov , I. Kolokolov , V. Lebedev

We examine the relation between a stochastic version of the rough path integral with the symmetric-Stratonovich integral in the sense of regularization. Under mild regularity conditions in the sense of Malliavin calculus, we establish…

概率论 · 数学 2023-09-18 Alberto Ohashi , Francesco Russo

Let $\mathcal{T}$ be a rooted tree endowed with the natural partial order $\preceq$. Let $(Z(v))_{v\in \mathcal{T}}$ be a sequence of independent standard Gaussian random variables and let $\alpha = (\alpha_k)_{k=1}^\infty$ be a sequence of…

概率论 · 数学 2021-07-12 Yong Han , Yanqi Qiu , Zipeng Wang

We apply select ideas from the modern theory of stochastic processes in order to study the continuity/roughness of scalar quantum fields. A scalar field with logarithmic correlations (such as a massless field in 1+1 spacetime dimensions)…

数学物理 · 物理学 2015-08-25 S. G. Rajeev , Evan Ranken

This survey is devoted to recent developments in the statistical analysis of spherical data, with a view to applications in Cosmology. We will start from a brief discussion of Cosmological questions and motivations, arguing that most…

宇宙学与河外天体物理 · 物理学 2023-03-28 Javier Carrón Duque , Domenico Marinucci

We study the decaying Burgers dynamics in $d$ dimensions for random Gaussian initial conditions. We focus on power-law initial energy spectra, such that the system shows a self-similar evolution. This is the case of interest for the…

统计力学 · 物理学 2010-01-19 P. Valageas

The search for a mathematical foundation for the path integral of Euclidean quantum gravity calls for the construction of random geometry on the spacetime manifold. Following developments in physics on the two-dimensional theory, random…

广义相对论与量子宇宙学 · 物理学 2023-07-20 Timothy Budd

We study a hard sphere gas at equilibrium, and prove that in the low density limit, the fluctuations converge to a Gaussian process governed by the fluctuating Boltzmann equation. This result holds for arbitrarily long times. The method of…

偏微分方程分析 · 数学 2022-01-13 Thierry Bodineau , Isabelle Gallagher , Laure Saint-Raymond , Sergio Simonella

We study the long-time dynamics of the time-evolutionary Boltzmann equation with hard sphere collisions in the three-dimensional half-space \( \mathbb{R}^2 \times \mathbb{R}^+\), subject to diffuse reflection boundary conditions and small…

偏微分方程分析 · 数学 2026-05-14 Hongxu Chen , Jun-ling Chen , Renjun Duan

We discuss the phenomenon of the smooth dynamical gravity induced crossing of the phantom divide line in a framework of simple cosmological models where it appears to occur rather naturally, provided the potential of the unique scalar field…

广义相对论与量子宇宙学 · 物理学 2008-11-26 Francesco Cannata , Alexander Y. Kamenshchik

We establish the sharpness of the phase transition for a wide class of Gaussian percolation models, on $\mathbb{Z}^d$ or $\mathbb{R}^d$, $d \ge 2$, with correlations decaying at least algebraically with exponent $\alpha > 0$, including the…

概率论 · 数学 2023-11-16 Stephen Muirhead

A popular approach for modeling and inference in spatial statistics is to represent Gaussian random fields as solutions to stochastic partial differential equations (SPDEs) of the form $L^{\beta}u = \mathcal{W}$, where $\mathcal{W}$ is…

统计方法学 · 统计学 2019-12-03 David Bolin , Kristin Kirchner

Gaussian random field on general ultrametric space is introduced as a solution of pseudodifferential stochastic equation. Covariation of the introduced random field is computed with the help of wavelet analysis on ultrametric spaces. Notion…

概率论 · 数学 2011-05-10 A. Yu. Khrennikov , S. V. Kozyrev

We consider the problem of `discrete-time persistence', which deals with the zero-crossings of a continuous stochastic process, X(T), measured at discrete times, T = n(\Delta T). For a Gaussian Stationary Process the persistence (no…

统计力学 · 物理学 2009-11-07 George C. M. A. Ehrhardt , Alan J. Bray , Satya N. Majumdar