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In this paper, we consider the singular values and singular vectors of low rank perturbations of large rectangular random matrices, in the regime the matrix is "long": we allow the number of rows (columns) to grow polynomially in the number…

概率论 · 数学 2021-10-22 Gérard Ben Arous , Daniel Zhengyu Huang , Jiaoyang Huang

Graded posets frequently arise throughout combinatorics, where it is natural to try to count the number of elements of a fixed rank. These counting problems are often $\#\textbf{P}$-complete, so we consider approximation algorithms for…

数据结构与算法 · 计算机科学 2023-04-11 Prateek Bhakta , Ben Cousins , Matthew Fahrbach , Dana Randall

This work addresses one-shot set and graph generation, and, more specifically, the parametrization of probabilistic decoders that map a vector-shaped prior to a distribution over sets or graphs. Sets and graphs are most commonly generated…

机器学习 · 计算机科学 2022-04-04 Clement Vignac , Pascal Frossard

Motivated by the randomized generation of slowly synchronizing automata, we study automata made of permutation letters and a merging letter of rank $ n\!-\!1 $. We present a constructive randomized procedure to generate synchronizing…

形式语言与自动机理论 · 计算机科学 2018-06-27 Costanza Catalano , Raphaël M. Jungers

For $g < n$, let $b\_1,...,b\_{n-g}$ be $n - g$ independent vectors in $\mathbb{R}^n$ with a common distribution invariant by rotation. Considering these vectors as a basis for the Euclidean lattice they generate, the aim of this paper is…

概率论 · 数学 2007-05-23 Ali Akhavi , Jean-François Marckert , Alain Rouault

Singular value decomposition (SVD) and matrix inversion are ubiquitous in scientific computing. Both tasks are computationally demanding for large scale matrices. Existing algorithms can approximatively solve these problems with a given…

数值分析 · 数学 2026-01-28 Weiwei Xu , Weijie Shen , Zhengjian Bai , Chen Xu

Let $X_1,X_2,\ldots$ be independent and identically distributed random variables in $\mathbb{C}$ chosen from a probability measure $\mu$ and define the random polynomial $$ P_n(z)=(z-X_1)\ldots(z-X_n)\,. $$ We show that for any sequence $k…

概率论 · 数学 2022-12-23 Marcus Michelen , Xuan-Truong Vu

Random sampling of large Markov matrices with a tunable spectral gap, a nonuniform stationary distribution, and a nondegenerate limiting empirical spectral distribution (ESD) is useful. Fix $c>0$ and $p>0$. Let $A_n$ be the adjacency matrix…

概率论 · 数学 2015-09-09 Zhiyi Chi

We consider functions mapping non-negative integers to non-negative real numbers such that a and a+n are mapped to values at least 1/n apart. In this paper we use a novel method to construct such a function. We conjecture that the supremum…

离散数学 · 计算机科学 2007-05-23 Brendan Lucier

We consider a problem of replication of random vectors by ordinary integrals in the setting when a underlying random variable is generated by a Wiener process. The goal is to find an optimal adapted process such that its cumulative integral…

最优化与控制 · 数学 2012-08-09 Nikolai Dokuchaev

Let $P_n$ be the $n$-step right product $A_1\cdots A_n$, where $A_1,A_2,\dots$ is a given infinite sequence of $d\times d$ matrices with nonnegative entries. In a wide range of situations, the normalized matrix product $P_n/{\Vert…

概率论 · 数学 2014-12-30 Éric Olivier , Alain Thomas

In this article, we show that a linear combination $X$ of $n$ independent, unbiased Bernoulli random variables $\{X_k\}$ can match the first $2n$ moments of a random variable $Y$ which is uniform on an interval. More generally, for each $p…

概率论 · 数学 2019-09-16 Greg Kuperberg

Numerous algorithms call for computation over the integers modulo a randomly-chosen large prime. In some cases, the quasi-cubic complexity of selecting a random prime can dominate the total running time. We propose a new variant of the…

符号计算 · 计算机科学 2022-02-25 Pascal Giorgi , Bruno Grenet , Armelle Perret du Cray , Daniel S. Roche

Let $X_1,\ldots,X_n$ be independent identically distributed random vectors in $\mathbb{R}^d$. We consider upper bounds on $\max_x \mathbb{P}(a_1X_1+\cdots+a_nX_n=x)$ under various restrictions on $X_i$ and the weights $a_i$. When…

概率论 · 数学 2020-08-04 Tomas Juškevičius , Valentas Kurauskas

Let H(n) be the group of 3x3 uni-uppertriangular matrices with entries in Z/nZ, the integers mod n. We show that the simple random walk converges to the uniform distribution in order n^2 steps. The argument uses Fourier analysis and is…

概率论 · 数学 2015-02-17 Daniel Bump , Persi Diaconis , Angela Hicks , Laurent Miclo , Harold Widom

We propose a new approach to nondeterministic random number generation. In theory, the randomness originated from the uncorrelated nature of consecutive laser pulses with Poissonian photon number distribution and that of the consecutive…

量子物理 · 物理学 2015-05-13 Wei Wei , Hong Guo

We obtain lower tail estimates for the smallest singular value of random matrices with independent but non-identically distributed entries. Specifically, we consider $n\times n$ matrices with complex entries of the form \[ M = A\circ X + B…

概率论 · 数学 2018-05-21 Nicholas A. Cook

The oriented singular value decomposition (O-SVD) proposed by Zeng and Ng provides a hybrid approach to the t-product based third-order tensor singular value decomposition with the transform matrix being a factor matrix of the higher order…

数值分析 · 数学 2023-02-28 Minghui Ding , Yimin Wei , Pengpeng Xie

A random vector $X$ with representation $X=\sum_{j\geq0}A_jZ_j$ is considered. Here, $(Z_j)$ is a sequence of independent and identically distributed random vectors and $(A_j)$ is a sequence of random matrices, `predictable' with respect to…

概率论 · 数学 2009-09-29 Henrik Hult , Gennady Samorodnitsky

Randomized sampling has recently been demonstrated to be an efficient technique for computing approximate low-rank factorizations of matrices for which fast methods for computing matrix vector products are available. This paper describes an…

数值分析 · 数学 2008-06-17 Per-Gunnar Martinsson