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Linear statistics of eigenvalues in many familiar classes of random matrices are known to obey gaussian central limit theorems. The proofs of such results are usually rather difficult, involving hard computations specific to the model in…

概率论 · 数学 2007-11-25 Sourav Chatterjee

We present a randomized iterative algorithm that exponentially converges in expectation to the minimum Euclidean norm least squares solution of a given linear system of equations. The expected number of arithmetic operations required to…

数值分析 · 数学 2018-07-24 Anastasios Zouzias , Nikolaos Freris

We consider random matrices that have invariance properties under the action of unitary groups (either a left-right invariance, or a conjugacy invariance), and we give formulas for moments in terms of functions of eigenvalues. Our main tool…

统计理论 · 数学 2016-09-06 Benoit Collins , Sho Matsumoto , Nadia Saad

Following E. Wigner's original vision, we prove that sampling the eigenvalue gaps within the bulk spectrum of a fixed (deformed) Wigner matrix $H$ yields the celebrated Wigner-Dyson-Mehta universal statistics with high probability.…

数学物理 · 物理学 2024-04-18 Giorgio Cipolloni , László Erdős , Dominik Schröder

We perform a mathematical and statistical analysis of the Wasserstein least squares problem, a regression method for vector-valued covariates and distribution-valued responses. Our proposal contrasts with other distributional regression…

统计理论 · 数学 2026-05-29 Uriel Martínez León , Jonathan Niles-Weed

We study the fluctuations, as $d,n\to \infty$, of the Wishart matrix $\mathcal{W}_{n,d}= \frac{1}{d} \mathcal{X}_{n,d} \mathcal{X}_{n,d}^{T} $ associated to a $n\times d$ random matrix $\mathcal{X}_{n,d}$ with non-Gaussian entries. We…

概率论 · 数学 2020-08-06 Solesne Bourguin , Charles-Philippe Diez , Ciprian A. Tudor

We combine infinite-dimensional integration by parts procedures with a recursive relation on moments (reminiscent of a formula by Barbour (1986)), and deduce explicit expressions for cumulants of functionals of a general Gaussian field.…

概率论 · 数学 2009-10-13 Ivan Nourdin , Giovanni Peccati

This paper establishes the universality of parametric correlations of eigenfunctions in chaotic and weakly disordered systems. We demonstrate this universality in the framework of the gaussian random matrix process and obtain predictions…

凝聚态物理 · 物理学 2016-08-31 Y. Alhassid , H. Attias

This paper presents new probability inequalities for sums of independent, random, self-adjoint matrices. These results place simple and easily verifiable hypotheses on the summands, and they deliver strong conclusions about the…

概率论 · 数学 2014-04-29 Joel A. Tropp

We develop a theory of Malliavin calculus for Banach space valued random variables. Using radonifying operators instead of symmetric tensor products we extend the Wiener-Ito isometry to Banach spaces. In the white noise case we obtain two…

泛函分析 · 数学 2008-02-14 Jan Maas

Many problems in combinatorial linear algebra require upper bounds on the number of solutions to an underdetermined system of linear equations $Ax = b$, where the coordinates of the vector $x$ are restricted to take values in some small…

概率论 · 数学 2018-08-23 Asaf Ferber , Vishesh Jain , Yufei Zhao

The randomized quantum marginal problem asks about the joint distribution of the partial traces ("marginals") of a uniform random Hermitian operator with fixed spectrum acting on a space of tensors. We introduce a new approach to this…

数学物理 · 物理学 2023-04-18 Sho Matsumoto , Colin McSwiggen

We present some new results on the joint distribution of an arbitrary subset of the ordered eigenvalues of complex Wishart, double Wishart, and Gaussian hermitian random matrices of finite dimensions, using a tensor pseudo-determinant…

统计理论 · 数学 2020-01-03 Marco Chiani , Alberto Zanella

Starting from an $SU(N)$ matrix quantum mechanics model with massive deformation terms and by introducing an ansatz configuration involving fuzzy four- and two-spheres with collective time dependence, we obtain a family of effective…

高能物理 - 理论 · 物理学 2023-11-28 K. Başkan , S. Kürkçüoǧlu , O. Oktay , C. Taşcı

We provide a generalisation of Pinelis' Rademacher-Gaussian tail comparison to complex coefficients. We also establish uniform bounds on the probability that the magnitude of weighted sums of independent random vectors uniform on Euclidean…

概率论 · 数学 2022-03-15 Giorgos Chasapis , Ruoyuan Liu , Tomasz Tkocz

In this note we prove that suitable positive powers of the absolute value of the characteristic polynomial of a Haar distributed random unitary matrix converge in law, as the size of the matrix tends to infinity, to a Gaussian…

概率论 · 数学 2018-06-06 Miika Nikula , Eero Saksman , Christian Webb

We establish large deviation formulas for linear statistics on the $N$ transmission eigenvalues $\{T_i\}$ of a chaotic cavity, in the framework of Random Matrix Theory. Given any linear statistics of interest $A=\sum_{i=1}^N a(T_i)$, the…

介观与纳米尺度物理 · 物理学 2015-05-14 Pierpaolo Vivo , Satya N. Majumdar , Oriol Bohigas

We consider extensions of the Shannon relative entropy, referred to as $f$-divergences.Three classical related computational problems are typically associated with these divergences: (a) estimation from moments, (b) computing normalizing…

信息论 · 计算机科学 2023-09-19 Francis Bach

In this paper, we derive a new version of Hanson-Wright inequality for a sparse bilinear form of sub-Gaussian variables. Our results are generalization of previous deviation inequalities that consider either sparse quadratic forms or dense…

统计理论 · 数学 2022-09-21 Seongoh Park , Xinlei Wang , Johan Lim

While convergence of polynomial chaos approximation for linear equations is relatively well understood, a lot less is known for non-linear equations. The paper investigates this convergence for a particular equation with quadratic…

数值分析 · 数学 2021-07-27 S. V. Lototsky , R. Mikulevicius , B. L. Rozovsky