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This paper studies a class of $p$-Laplacian equations on point clouds that arise from hypergraph learning in a semi-supervised setting. Under the assumption that the point clouds consist of independent random samples drawn from a bounded…

偏微分方程分析 · 数学 2026-01-23 Kehan Shi

In this paper we study numerical approximations of the evolution problem for the nonlocal $p$-Laplacian operator with homogeneous Neumann boundary conditions on inhomogeneous random convergent graph sequences. More precisely, for networks…

数值分析 · 数学 2018-05-07 Yosra Hafiene , Jalal Fadini , Christophe Chesneau , Abderrahim Elmoataz

In this paper we study numerical approximations of the evolution problem for the nonlocal $p$-Laplacian with homogeneous Neumann boundary conditions. First, we derive a bound on the distance between two continuous-in-time trajectories…

偏微分方程分析 · 数学 2019-04-29 Hafiene Yosra , Jalal Fadili , Abderrahim Elmoataz

We consider the Cauchy problem for the evolutive discrete p-Laplacian in infinite graphs, with initial data decaying at infinity. We prove optimal sup and gradient bounds for nonnegative solutions, when the initial data has finite mass, and…

偏微分方程分析 · 数学 2018-05-08 Daniele Andreucci , Anatoli F. Tedeev

In this paper, we study a nonlocal variational problem which consists of minimizing in $L^2$ the sum of a quadratic data fidelity and a regularization term corresponding to the $L^p$-norm of the nonlocal gradient. In particular, we study…

数值分析 · 数学 2019-08-21 Yosra Hafiene , Jalal Fadili , Abderrahim Elmoataz

In this paper we study continuum limits of the discretized $p$-Laplacian evolution problem on sparse graphs with homogeneous Neumann boundary conditions. This extends the results of [24] to a far more general class of kernels, possibly…

偏微分方程分析 · 数学 2020-10-20 Imad El Bouchairi , Jalal Fadili , Abderrahim Elmoataz

Using the theory of $L^p$-graphons (Borgs et al, 2014), we derive and rigorously justify the continuum limit for systems of differential equations on sparse random graphs. Specifically, we show that the solutions of the initial value…

动力系统 · 数学 2017-05-16 Dmitry Kaliuzhnyi-Verbovetskyi , Georgi S. Medvedev

Tackling semi-supervised learning problems with graph-based methods has become a trend in recent years since graphs can represent all kinds of data and provide a suitable framework for studying continuum limits, e.g., of differential…

机器学习 · 计算机科学 2022-02-07 Tim Roith , Leon Bungert

Consider the positive, radial solutions of the nonlinear biharmonic equation $\Delta^2 u = u^p$. There is a critical power $p_c$ such that solutions are linearly stable if and only if $p\geq p_c$. We obtain their asymptotic expansion at…

偏微分方程分析 · 数学 2011-05-16 Paschalis Karageorgis

Let $p$ be a real number greater than one and let $G$ be a connected graph of bounded degree. In this paper we introduce the $p$-harmonic boundary of $G$. We use this boundary to characterize the graphs $G$ for which the constant functions…

泛函分析 · 数学 2010-09-20 Michael J. Puls

We discuss Neumann problems for self-adjoint Laplacians on (possibly infinite) graphs. Under the assumption that the heat semigroup is ultracontractive we discuss the unique solvability for non-empty subgraphs with respect to the vertex…

偏微分方程分析 · 数学 2018-03-26 Michael Hinz , Michael Schwarz

We observe that the Laplacian of a random graph G on N vertices represents and explicitly solvable model in the limit of infinitely increasing N. Namely, we derive recurrent relations for the limiting averaged moments of the adjacency…

数学物理 · 物理学 2007-05-23 A. Khorunzhy , V. Vengerovsky

We investigate the limiting behavior of solutions to the inhomogeneous $p$-Laplacian equation $-\Delta_p u = \mu_p$ subject to Neumann boundary conditions. For right hand sides which are arbitrary signed measures we show that solutions…

偏微分方程分析 · 数学 2023-01-31 Leon Bungert

We consider the so-called \emph{discrete $p$-Laplacian}, a nonlinear difference operator that acts on functions defined on the nodes of a possibly infinite graph. We study the associated nonlinear Cauchy problem and identify the generator…

动力系统 · 数学 2018-07-26 Bobo Hua , Delio Mugnolo

Let $p$ be a real number greater number greater than one. Suppose that a graph $G$ of bounded degree is quasi-isometric with a Riemannian manifold $M$ with certain properties. Under these conditions we will show that the $p$-harmonic…

泛函分析 · 数学 2010-02-05 Michael J. Puls

The study on the partial differential equations (systems) in the graph setting is a hot topic in recent years because of their applications to image processing and data clustering. Our motivation is to develop some existence results for…

偏微分方程分析 · 数学 2025-04-21 Xiaoyu Wang , Junping Xie , Xingyong Zhang

We show that the Dirichlet problem at infinity is unsolvable for the p-Laplace equation for any nonconstant continuous boundary data, for certain range of p>n, on an n-dimensional Cartan-Hadamard manifold constructed from a complete…

微分几何 · 数学 2016-03-30 Jingyi Chen , Yue Wang

In this paper we prove that the limiting distribution of the Chromatic number of a random graph $\mathcal{G}_{n,p}$, with fixed edge-probability $p$, after appropriate centering and scaling is Normal, when the number of vertices $n$, goes…

统计理论 · 数学 2015-08-11 Ali Rejali , Farkhondeh Sajadi

For a given homogeneous Poisson point process in $\mathbb{R}^d$ two points are connected by an edge if their distance is bounded by a prescribed distance parameter. The behaviour of the resulting random graph, the Gilbert graph or random…

概率论 · 数学 2017-11-06 Matthias Reitzner , Matthias Schulte , Christoph Thaele

We use the combination of ideas and results from the theory of graph limits and nonlinear evolution equations to provide a rigorous mathematical justification for taking continuum limit for certain nonlocally coupled networks and to extend…

适应与自组织系统 · 物理学 2013-11-25 Georgi S. Medvedev
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