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相关论文: The quantization complexity of diffusion processes

200 篇论文

Quantization for probability distributions refers broadly to estimating a given probability measure by a discrete probability measure supported by a finite number of points. We consider general geometric approaches to quantization using…

动力系统 · 数学 2020-02-11 Joseph Rosenblatt , Mrinal Kanti Roychowdhury

Complex behaviour in many systems arises from the stochastic interactions of spatially distributed particles or agents. Stochastic reaction-diffusion processes are widely used to model such behaviour in disciplines ranging from biology to…

统计力学 · 物理学 2016-08-23 David Schnoerr , Ramon Grima , Guido Sanguinetti

We consider the stochastic continuity equation associated to an It\^{o} diffusion with irregular drift and diffusion coefficients. We give regularity conditions under which weak solutions are renormalized in the sense of DiPerna/Lions, and…

概率论 · 数学 2017-10-18 Samuel Punshon-Smith

In this paper, we investigate the construction of a diffusion process whose time-marginal densities are constrained to belong to a given set at all time. The construction is obtained from a penalization approximation to the constraint set,…

概率论 · 数学 2017-04-20 Jean-Francois Jabir

Dynamical decoupling is an important tool to counter decoherence and dissipation effects in quantum systems originating from environmental interactions. It has been used successfully in many experiments; however, there is still a gap…

量子物理 · 物理学 2014-06-25 J. Z. Bernád , H. Frydrych

This paper explores the process of optimal quantization for several types of discrete probability distributions. Quantization is a technique used to approximate a complex distribution with a smaller set of representative points, which is…

概率论 · 数学 2025-07-16 Russel Cabasag , Samir Huq , Eric Mendoza , Mrinal Kanti Roychowdhury

We study approximations of reflected It\^o diffusions on convex subsets $D$ of $\Rd$ by solutions of stochastic differential equations with penalization terms. We assume that the diffusion coefficients are merely measurable (possibly…

概率论 · 数学 2012-07-02 Leszek Slominski

Despite its generality and powerful convergence properties, Milstein's method for functionals of spatially bounded stochastic differential equations is widely regarded as difficult to implement. This has likely prevented it from being…

数值分析 · 数学 2018-11-22 Francisco Bernal

We present a class of diffusion-based algorithms to draw samples from high-dimensional probability distributions given their unnormalized densities. Ideally, our methods can transport samples from a Gaussian distribution to a specified…

机器学习 · 计算机科学 2025-02-04 Anand Jerry George , Nicolas Macris

The article considers parameter estimation constructing such as quasi-maximum likelyhood estimation and one step estimation in statistical models generated by solution of stochastic differential equation. It has been developed a software…

统计理论 · 数学 2021-03-12 Dmytro Ivanenko , Rostyslav Pogorielov

A set of programs for the numerical simulation of the diffusion decomposition processes was developed by using simulation methods, kinetic and particle method. The complex has been validated on the model system Ni-Al by the growth of -phase…

材料科学 · 物理学 2022-08-18 A. V. Sagalovych , V. V. Sagalovich , V. N. Chabanovsky

Inverse problems exist in many disciplines of science and engineering. In computer vision, for example, tasks such as inpainting, deblurring, and super resolution can be effectively modeled as inverse problems. Recently, denoising diffusion…

计算机视觉与模式识别 · 计算机科学 2024-12-31 Shayan Mohajer Hamidi , En-Hui Yang

The aim of this paper is the rigorous derivation of a stochastic non-linear diffusion equation from a radiative transfer equation perturbed with a random noise. The proof of the convergence relies on a formal Hilbert expansion and the…

偏微分方程分析 · 数学 2014-05-13 Arnaud Debussche , Sylvain De Moor , Julien Vovelle

We study the convergence of the new family of mimetic finite difference schemes for linear diffusion problems recently proposed in [38]. In contrast to the conventional approach, the diffusion coefficient enters both the primary mimetic…

数值分析 · 数学 2016-12-07 G. Manzini , K. Lipnikov , J. D. Moulton , M. Shashkov

This work is an extended version of the paper arXiv:0803.2669v1[math-ph], in which the main results were announced. We consider certain classical diffusion process for a wave function on the phase space. It is shown that at the time of…

数学物理 · 物理学 2008-12-31 E. M. Beniaminov

This article considers the computational (acoustic) wave propagation in strongly heterogeneous structures beyond the assumption of periodicity. A high contrast between the constituents of microstructured multiphase materials can lead to…

数值分析 · 数学 2020-01-29 Daniel Peterseim , Barbara Verfürth

This paper proposes a numerical upscaling procedure for elliptic boundary value problems with diffusion tensors that vary randomly on small scales. The resulting effective deterministic model is given through a quasilocal discrete integral…

数值分析 · 数学 2019-01-24 Dietmar Gallistl , Daniel Peterseim

Given $A,B\in M_n(\mathbb R)$, we consider the Cauchy problem for partially dissipative hyperbolic systems having the form \begin{equation*} \partial_{t}u+A\partial_{x}u+Bu=0, \end{equation*} with the aim of providing a detailed description…

偏微分方程分析 · 数学 2017-08-02 Corrado Mascia , Thinh Tien Nguyen

We address the problem of discretizing continuous cosmological signals such as a galaxy distribution for further processing with Fast Fourier techniques. Discretizing, in particular representing continuous signals by discrete sets of sample…

天体物理仪器与方法 · 物理学 2009-01-21 J. Jasche , F. S. Kitaura , T. A. Ensslin

We consider a Poisson equation in $\mathbb R^d$ for the elliptic operator corresponding to an ergodic diffusion process. Optimal regularity and smoothness with respect to the parameter are obtained under mild conditions on the coefficients.…

概率论 · 数学 2020-09-11 Michael Röckner , Longjie Xie