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The mean shift algorithm is a popular way to find modes of some probability density functions taking a specific kernel-based shape, used for clustering or visual tracking. Since its introduction, it underwent several practical improvements…

机器学习 · 计算机科学 2020-01-08 Sébastien Razakarivony , Axel Barrau

We consider the application of multilevel Monte Carlo methods to steady state Darcy flow in a random porous medium, described mathematically by elliptic partial differential equations with random coefficients. The levels in the multilevel…

数值分析 · 数学 2015-06-16 Minho Park , Aretha Teckentrup

This work is motivated by the need to develop efficient tools for uncertainty quantification in subsurface flows associated with radioactive waste disposal studies. We consider single phase flow problems in random porous media described by…

数值分析 · 数学 2013-12-23 Ivan G. Graham , Robert Scheichl , Elisabeth Ullmann

We provide a new proof of convergence to motion by mean curvature (MMC) for the Merriman-Bence-Osher (MBO) thresholding algorithm. The proof is elementary and does not rely on maximum principle for the scheme. The strategy is to construct a…

偏微分方程分析 · 数学 2017-03-21 Drew Swartz , Nung Kwan Yip

We introduce a novel partial differential equations approach for addressing the problem of partisan gerrymandering. Our method is based on volume preserving curvature flow, a partial differential equation which we adapt to smooth voting…

物理与社会 · 物理学 2018-06-21 Matt Jacobs , Olivia Walch

Efficient gradient computation of the Jacobian determinant term is a core problem in many machine learning settings, and especially so in the normalizing flow framework. Most proposed flow models therefore either restrict to a function…

机器学习 · 计算机科学 2021-06-10 T. Anderson Keller , Jorn W. T. Peters , Priyank Jaini , Emiel Hoogeboom , Patrick Forré , Max Welling

The computation of multiphase flows presents a subtle energetic equilibrium between potential (i.e., surface) and kinetic energies. The use of traditional interface-capturing schemes provides no control over such a dynamic balance. In the…

计算物理 · 物理学 2020-01-08 N. Valle , F. X. Trias , J. Castro

We prove that for the mean curvature flow of two-convex hypersurfaces the intrinsic diameter stays uniformly controlled as one approaches the first singular time. We also derive sharp $L^{n-1}$-estimates for the regularity scale of the…

微分几何 · 数学 2017-10-31 Panagiotis Gianniotis , Robert Haslhofer

In this paper we study a neighborhood of generic singularities formed by mean curvature flow (MCF). We limit our consideration to the singularities modelled on $\mathbb{S}^3\times\mathbb{R}$ because, compared to the cases…

微分几何 · 数学 2021-07-27 Gang Zhou

The mean curvature flow is an evolution process under which a submanifold deforms in the direction of its mean curvature vector. The hypersurface case has been much studied since the eighties. Recently, several theorems on regularity,…

微分几何 · 数学 2007-05-23 Mu-Tao Wang

Accurate boundary detection in high-dimensional data remains a central challenge in unsupervised learning, particularly in the presence of non-linear structures and heterogeneous densities. In this work, we introduce Mean Curvature Boundary…

机器学习 · 计算机科学 2026-05-12 Alexandre L. M. Levada

Under mean curvature flow, a closed, embedded hypersurface $M(t)$ becomes singular in finite time. For certain classes of mean-convex mean curvature flows, we show the continuity of the first singular time $T$ and the limit set "$M(T)$",…

微分几何 · 数学 2017-03-09 Kevin Sonnanburg

The main objective of this article is to study the mean curvature flow into an ambient compact smooth manifold M with boundary and with a Riemannian metric that evolves by a self-similar solution of the Ricci flow coupled with the harmonic…

微分几何 · 数学 2025-10-28 José N. V. Gomes , Matheus Hudson , Carlos M. de Sousa

We examine the use of domain decomposition for potentially more efficient mean curvature flow of surface meshes, whose faces are arbitrary simple polygons. We first test traditional domain decomposition methods with and without overlap of…

数值分析 · 数学 2026-05-13 Lenka Ptackova , Michal Outrata

Accelerated gradient methods are the cornerstones of large-scale, data-driven optimization problems that arise naturally in machine learning and other fields concerning data analysis. We introduce a gradient-based optimization framework for…

最优化与控制 · 数学 2022-03-22 Param Budhraja , Mayank Baranwal , Kunal Garg , Ashish Hota

We consider here a fully discrete variant of the implicit variational scheme for mean curvature flow [AlmTayWan,LucStu], in a setting where the flow is governed by a crystalline surface tension defined by the limit of pairwise interactions…

偏微分方程分析 · 数学 2025-06-10 Antonin Chambolle , Daniele De Gennaro , Massimiliano Morini

In this paper we study a gradient flow approach to the problem of quantization of measures in one dimension. By embedding our problem in $L^2$, we find a continuous version of it that corresponds to the limit as the number of particles…

偏微分方程分析 · 数学 2016-01-26 Emanuele Caglioti , François Golse , Mikaela Iacobelli

In this paper we introduce an iterative Jacobi algorithm for solving distributed model predictive control (DMPC) problems, with linear coupled dynamics and convex coupled constraints. The algorithm guarantees stability and persistent…

最优化与控制 · 数学 2008-09-23 Dang Doan , Tamas Keviczky , Ion Necoara , Moritz Diehl

We consider a sharp interface formulation for the multi-phase Mullins-Sekerka flow. The flow is characterized by a network of curves evolving such that the total surface energy of the curves is reduced, while the areas of the enclosed…

数值分析 · 数学 2024-07-29 Tokuhiro Eto , Harald Garcke , Robert Nürnberg

An analytic framework based on partial differential equations is derived for certain dynamic clustering methods. The proposed mathematical framework is based on the application of the conservation law in physics to characterize successive…

统计方法学 · 统计学 2013-07-11 Xiaogang Wang , Jianhong Wu