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相关论文: A short note on the joint entropy of n/2-wise inde…

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Operator-valued concentration inequalities are foundational to the analysis of modern high-dimensional statistics and randomized algorithms. However, standard oracle bounds are frequently limited in practice: they require explicit a priori…

统计理论 · 数学 2026-05-18 Diego Martinez-Taboada , Aaditya Ramdas

A major open problem in proof complexity is to demonstrate that random 3-CNFs with a linear number of clauses require super-polynomial size refutations in bounded-depth Frege systems. We take the first step towards addressing this question…

计算复杂性 · 计算机科学 2024-09-04 Svyatoslav Gryaznov , Navid Talebanfard

We study the extent of independence needed to approximate the product of bounded random variables in expectation, a natural question that has applications in pseudorandomness and min-wise independent hashing. For random variables whose…

计算复杂性 · 计算机科学 2015-08-12 Parikshit Gopalan , Amir Yehudayoff

In this paper a numerical method is presented, which finds a lower bound for the mutual information between a binary and an arbitrary finite random variable with joint distributions that have a variational distance not greater than a known…

信息论 · 计算机科学 2013-01-29 A. G. Stefani , J. B. Huber , C. Jardin , H. Sticht

We introduce a test for the conditional independence of random variables $X$ and $Y$ given a random variable $Z$, specifically by sampling from the joint distribution $(X,Y,Z)$, binning the support of the distribution of $Z$, and conducting…

统计理论 · 数学 2024-02-05 Andrew Warren

We survey a few concentration inequalities for submodular and fractionally subadditive functions of independent random variables, implied by the entropy method for self-bounding functions. The power of these concentration bounds is that…

离散数学 · 计算机科学 2010-07-16 Jan Vondrak

Let $Q_n$ denote a random symmetric $n$ by $n$ matrix, whose upper diagonal entries are i.i.d. Bernoulli random variables (which take values 0 and 1 with probability 1/2). We prove that $Q_n$ is non-singular with probability…

概率论 · 数学 2007-05-23 Kevin Costello , Terence Tao , Van Vu

Several proofs of the monotonicity of the non-Gaussianness (divergence with respect to a Gaussian random variable with identical second order statistics) of the sum of n independent and identically distributed (i.i.d.) random variables were…

信息论 · 计算机科学 2007-07-13 Jacob Binia

We construct entropy increasing monotone factors in the context of a Bernoulli shift over the free group of rank at least two.

动力系统 · 数学 2020-03-04 Terry Soo , Amanda Wilkens

We introduce a notion called entropic independence that is an entropic analog of spectral notions of high-dimensional expansion. Informally, entropic independence of a background distribution $\mu$ on $k$-sized subsets of a ground set of…

数据结构与算法 · 计算机科学 2021-11-08 Nima Anari , Vishesh Jain , Frederic Koehler , Huy Tuan Pham , Thuy-Duong Vuong

Linear combinations of independent random variables have been extensively studied in the literature. However, most of the work is based on some specific distribution assumptions. In this paper, a companion of (J. Appl. Probab. 48 (2011)…

统计理论 · 数学 2013-12-11 Xiaoqing Pan , Maochao Xu , Taizhong Hu

Given a random sample of size $n$ from a $p$ dimensional random vector, where both $n$ and $p$ are large, we are interested in testing whether the $p$ components of the random vector are mutually independent. This is the so-called complete…

统计理论 · 数学 2022-01-24 Yongcheng Qi , Yingchao Zhou

We show that for weakly dependent random variables the relative entropy functional satisfies an approximate version of the standard tensorization property which holds in the independent case. As a corollary we obtain a family of…

概率论 · 数学 2015-02-17 Pietro Caputo , Georg Menz , Prasad Tetali

We give a damped inexact Newton method for entropy-regularized least-squares on the nonnegative orthant that converges globally at a linear rate with $O(\log\epsilon^{-1})$ iteration complexity, locally at a superlinear-to-quadratic rate,…

最优化与控制 · 数学 2026-05-01 Nicholas Barnfield , James V. Burke , Michael P. Friedlander , Tim Hoheisel

Two general upper bounds on the topological entropy of nonlinear time-varying systems are established: one using the matrix measure of the system Jacobian, the other using the largest real part of the eigenvalues of the Jacobian matrix with…

最优化与控制 · 数学 2025-09-18 Guosong Yang , Daniel Liberzon

Entropic uncertainty relations for the position and momentum within the generalized uncertainty principle are examined. Studies of this principle are motivated by the existence of a minimal observable length. Then the position and momentum…

量子物理 · 物理学 2017-06-09 Alexey E. Rastegin

We develop an information-theoretic approach to study the Kneser--Poulsen conjecture in discrete geometry. This leads us to a broad question regarding whether R\'enyi entropies of independent sums decrease when one of the summands is…

Many Gibbs measures with mean field interactions are known to be chaotic, in the sense that any collection of $k$ particles in the $n$-particle system are asymptotically independent, as $n\to\infty$ with $k$ fixed or perhaps $k=o(n)$. This…

概率论 · 数学 2021-05-10 Daniel Lacker

This paper starts by considering the minimization of the Renyi divergence subject to a constraint on the total variation distance. Based on the solution of this optimization problem, the exact locus of the points $\bigl( D(Q\|P_1),…

信息论 · 计算机科学 2015-10-27 Igal Sason

Let $\mu$ be a symmetric probability measure of finite entropy on a group $G$. We show that if $-\log \mu^{(2n)}(id)=o(n^{1/2})$, then the pair $(G,\mu)$ has the Liouville property (all bounded $\mu$-harmonic functions on $G$ are constant).…

概率论 · 数学 2017-06-13 Yuval Peres , Tianyi Zheng