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Group-invariant probability distributions appear in many data-generative models in machine learning, such as graphs, point clouds, and images. In practice, one often needs to estimate divergences between such distributions. In this work, we…

机器学习 · 计算机科学 2026-02-05 Behrooz Tahmasebi , Stefanie Jegelka

Consider a network where all nodes are distributed on a unit square following a Poisson distribution with known density $\rho$ and a pair of nodes separated by an Euclidean distance $x$ are directly connected with probability…

网络与互联网体系结构 · 计算机科学 2010-12-30 Guoqiang Mao , Brian DO Anderson

Let $n$ and $k$ be positive integers with $n>k$. Given a permutation $(\pi_1,\ldots,\pi_n)$ of integers $1,\ldots,n$, we consider $k$-consecutive sums of $\pi$, i.e., $s_i:=\sum_{j=0}^{k-1}\pi_{i+j}$ for $i=1,\ldots,n$, where we let…

组合数学 · 数学 2019-05-28 Akihiro Higashitani , Kazuki Kurimoto

In this letter we derive the $(n-1)$-dimensional distribution corresponding to a $n$-dimensional i.i.d. Normal standard vector $Z=(Z_1,Z_2,\ldots,Z_n)$ subjected to the weighted sum constraint $\sum_{i=1}^n w_i Z_i=c$, $w_i\neq 0$. We first…

概率论 · 数学 2018-01-22 Frédéric Vrins

Reliability of safety-critical systems is an important issue in system engineering and in most practical situations the reliability of a non series-parallel network system has to be calculated. Some methods for calculating reliability use…

概率论 · 数学 2017-05-30 Lukas Schaefer , Sergio Garcia , Vassili Srithammavanh

Random geometric graphs (RGGs) are commonly used to model networked systems that depend on the underlying spatial embedding. We concern ourselves with the probability distribution of an RGG, which is crucial for studying its random…

信息论 · 计算机科学 2018-01-16 Mihai-Alin Badiu , Justin P. Coon

We investigate the combinatorial complexity of geodesic Voronoi diagrams on polyhedral terrains using a probabilistic analysis. Aronov etal [ABT08] prove that, if one makes certain realistic input assumptions on the terrain, this complexity…

计算几何 · 计算机科学 2011-12-06 Anne Driemel , Sariel Har-Peled , Benjamin Raichel

Random intersection graphs have received much attention for nearly two decades, and currently have a wide range of applications ranging from key predistribution in wireless sensor networks to modeling social networks. In this paper, we…

离散数学 · 计算机科学 2016-11-15 Jun Zhao , Osman Yağan , Virgil Gligor

We generalize some previous results on random polynomials in several complex variables. A standard setting is to consider random polynomials $H_n(z):=\sum_{j=1}^{m_n} a_jp_j(z)$ that are linear combinations of basis polynomials $\{p_j\}$…

复变函数 · 数学 2024-01-29 Turgay Bayraktar , Tom Bloom , Norm Levenberg

We derive tight expressions for the maximum number of $k$-faces, $0\le k\le d-1$, of the Minkowski sum, $P_1+P_2+P_3$, of three $d$-dimensional convex polytopes $P_1$, $P_2$ and $P_3$, as a function of the number of vertices of the…

计算几何 · 计算机科学 2012-11-27 Menelaos I. Karavelas , Christos Konaxis , Eleni Tzanaki

Random K-out graphs are used in several applications including modeling by sensor networks secured by the random pairwise key predistribution scheme, and payment channel networks. The random K-out graph with $n$ nodes is constructed as…

信息论 · 计算机科学 2022-10-12 Mansi Sood , Osman Yagan

We present a randomized algorithm for dynamic graph connectivity. With failure probability less than $1/n^c$ (for any constant $c$ we choose), our solution has worst case running time $O(\log^3 n)$ per edge insertion, $O(\log^4 n)$ per edge…

数据结构与算法 · 计算机科学 2015-10-16 Zhengyu Wang

Suppose that $C$ is a bounded, convex subset of $\mathbb{R}^n$, and that $P_1, \dots, P_k$ are planks which cover $C$ in respective directions $v_1, \dots, v_k$ and with widths $w_1, \dots, w_k$. In 1951, Bang conjectured that the sum of…

度量几何 · 数学 2024-11-27 Gregory R. Chambers , Lawrence Mouillé

A Minkowski class is a closed subset of the space of convex bodies in Euclidean space Rn which is closed under Minkowski addition and non-negative dilatations. A convex body in Rn is universal if the expansion of its support function in…

度量几何 · 数学 2012-08-01 Rolf Schneider , Franz E. Schuster

We characterize the structure of maximally random jammed (MRJ) sphere packings by computing the Minkowski functionals (volume, surface area, and integrated mean curvature) of their associated Voronoi cells. The probability distribution…

统计力学 · 物理学 2015-01-06 Michael Andreas Klatt , Salvatore Torquato

In this work we investigate the problem of estimating the percolation centrality of every vertex in a graph. This centrality measure quantifies the importance of each vertex in a graph going through a contagious process. It is an open…

数据结构与算法 · 计算机科学 2020-02-18 Alane M. de Lima , Murilo V. G. da Silva , André L. Vignatti

Given a large set $U$ where each item $a\in U$ has weight $w(a)$, we want to estimate the total weight $W=\sum_{a\in U} w(a)$ to within factor of $1\pm\varepsilon$ with some constant probability $>1/2$. Since $n=|U|$ is large, we want to do…

数据结构与算法 · 计算机科学 2021-10-29 Lorenzo Beretta , Jakub Tětek

In this paper, we propose a randomly projected convex clustering model for clustering a collection of $n$ high dimensional data points in $\mathbb{R}^d$ with $K$ hidden clusters. Compared to the convex clustering model for clustering…

机器学习 · 计算机科学 2023-03-30 Ziwen Wang , Yancheng Yuan , Jiaming Ma , Tieyong Zeng , Defeng Sun

Let $X$ be a finite collection of sets. We count the number of ways a disjoint union of $n-1$ subsets in $X$ is a set in $X$, and estimate this number from above by $|X|^{c(n)}$ where $$ c(n)=\left(1-\frac{(n-1)\ln (n-1)}{n\ln n}…

偏微分方程分析 · 数学 2017-07-03 Paata Ivanisvili

This paper establishes complete convergence for weighted sums and the Marcinkiewicz--Zygmund-type strong law of large numbers for sequences of negatively associated and identically distributed random variables $\{X,X_n,n\ge1\}$ with general…