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相关论文: Random matrices and determinantal processes

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Models of random phylogenetic networks have been used since the inception of the field, but the introduction and rigorous study of mathematically tractable models is a much more recent topic that has gained momentum in the last 5 years.…

种群与进化 · 定量生物学 2024-11-20 François Bienvenu

For a long time, detection and parameter estimation methods for signal processing have relied on asymptotic statistics as the number $n$ of observations of a population grows large comparatively to the population size $N$, i.e. $n/N\to…

信息论 · 计算机科学 2012-06-20 Romain Couillet , Merouane Debbah

We derive analytic expressions for infinite products of random 2x2 matrices. The determinant of the target matrix is log-normally distributed, whereas the remainder is a surprisingly complicated function of a parameter characterizing the…

数据分析、统计与概率 · 物理学 2009-11-07 A. D. Jackson , B. Lautrup , P. Johansen , M. Nielsen

Determinantal point processes (DPPs), which arise in random matrix theory and quantum physics, are natural models for subset selection problems where diversity is preferred. Among many remarkable properties, DPPs offer tractable algorithms…

机器学习 · 计算机科学 2012-02-20 Alex Kulesza , Ben Taskar

In the last few years several new Random Matrix Models have been proposed and studied. They have found application in various different contexts, ranging from the physics of mesoscopic systems to the chiral transition in lattice gauge…

统计力学 · 物理学 2008-02-03 M. Caselle

This thesis reviews recent progress on products of random matrices from the perspective of exactly solved Gaussian random matrix models. We derive exact formulae for the correlation functions for the eigen- and singular values at arbitrary…

数学物理 · 物理学 2015-10-22 J. R. Ipsen

Randomized Numerical Linear Algebra (RandNLA) uses randomness to develop improved algorithms for matrix problems that arise in scientific computing, data science, machine learning, etc. Determinantal Point Processes (DPPs), a seemingly…

数据结构与算法 · 计算机科学 2020-05-08 Michał Dereziński , Michael W. Mahoney

We determine the probability that a random n x n symmetric matrix over {1, 2, ... , m} has determinant divisible by m.

组合数学 · 数学 2010-05-03 Richard P. Brent , Brendan D. McKay

We consider large random matrices with a general slowly decaying correlation among its entries. We prove universality of the local eigenvalue statistics and optimal local laws for the resolvent away from the spectral edges, generalizing the…

概率论 · 数学 2020-06-01 László Erdős , Torben Krüger , Dominik Schröder

Random Matrix theory has become a field on its own with a breadth of new results, techniques, and ideas in the last thirty years. In these proceedings of the 8ECM 2021, I illustrate some of these advances by describing what is known about…

概率论 · 数学 2021-12-13 Alice Guionnet

We discuss the question of how to pick a matrix uniformly (in an appropriate sense) at random from groups big and small. We give algorithms in some cases, and indicate interesting problems in others.

群论 · 数学 2013-12-18 Igor Rivin

We introduce a concept for random tilings which, comprising the conventional one, is also applicable to tiling ensembles without height representation. In particular, we focus on the random tiling entropy as a function of the tile…

统计力学 · 物理学 2008-08-28 Christoph Richard , Moritz Hoeffe , Joachim Hermisson , Michael Baake

We briefly review the random matrix theory for large N by N matrices viewed as free random variables in a context of stochastic diffusion. We establish a surprising link between the spectral properties of matrix-valued multiplicative…

A random matrix is likely to be well conditioned, and motivated by this well known property we employ random matrix multipliers to advance some fundamental matrix computations. This includes numerical stabilization of Gaussian elimination…

数值分析 · 数学 2012-12-27 Victor Y. Pan , Guoliang Qian

This is a brief survey of laws of large numbers, fluctuation results and large deviation principles for asymmetric interacting particle systems that represent moving interfaces on the plane. We discuss the exclusion process, the Hammersley…

概率论 · 数学 2009-11-24 Timo Seppalainen

This is a cursory overview of applications of concepts from random matrix theory (RMT) to quantum electronics and classical & quantum optics. The emphasis is on phenomena, predicted or explained by RMT, that have actually been observed in…

介观与纳米尺度物理 · 物理学 2011-09-06 C. W. J. Beenakker

Some tools and ideas are interchanged between random matrix theory and multivariate statistics. In the context of the random matrix theory, classes of spherical and generalised Wishart random matrix ensemble, containing as particular cases…

统计理论 · 数学 2009-07-07 Jose A. Diaz-Garcia , Ramon Gutiérrez Jáimez

We provide a self-contained introduction to random matrices. While some applications are mentioned, our main emphasis is on three different approaches to random matrix models: the Coulomb gas method and its interpretation in terms of…

数学物理 · 物理学 2018-07-06 Bertrand Eynard , Taro Kimura , Sylvain Ribault

We introduce and study a family of Markov processes on partitions. The processes preserve the so-called z-measures on partitions previously studied in connection with harmonic analysis on the infinite symmetric group. We show that the…

数学物理 · 物理学 2007-05-23 Alexei Borodin , Grigori Olshanski

This is a brief survey of classical and recent results about the typical behavior of eigenvalues of large random matrices, written for mathematicians and others who study and use matrices but may not be accustomed to thinking about…

概率论 · 数学 2021-01-11 Elizabeth Meckes