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This paper investigates the asymptotics of eigenstructure of sample covariance matrix under the spiked covariance matrix model in ultra-high-dimensional settings, where the dimensionality can grow much faster than the sample size with $ p…

统计理论 · 数学 2026-04-30 Wonjun Seo

We study the double- and triple-scaling limits of a complex multi-matrix model, with $\mathrm{U}(N)^2\times \mathrm{O}(D)$ symmetry. The double-scaling limit amounts to taking simultaneously the large-$N$ (matrix size) and large-$D$ (number…

数学物理 · 物理学 2022-09-07 Dario Benedetti , Sylvain Carrozza , Reiko Toriumi , Guillaume Valette

We propose a general matrix-valued multiple kernel learning framework for high-dimensional nonlinear multivariate regression problems. This framework allows a broad class of mixed norm regularizers, including those that induce sparsity, to…

机器学习 · 计算机科学 2014-08-12 Vikas Sindhwani , Ha Quang Minh , Aurelie Lozano

We propose a general matrix-valued multiple kernel learning framework for high-dimensional nonlinear multivariate regression problems. This framework allows a broad class of mixed norm regularizers, including those that induce sparsity, to…

机器学习 · 统计学 2013-03-11 Vikas Sindhwani , Minh Ha Quang , Aurelie C. Lozano

We propose a lattice model for Dirac fermions which allows us to break the degeneracy of the node structure. In the presence of a random gap we analyze the scaling behavior of the localization length as a function of the system width within…

无序系统与神经网络 · 物理学 2014-12-23 A. Hill , K. Ziegler

This article considers linear processes with values in a separable Hilbert space exhibiting long-range dependence. The scaling limits for the sample autocovariance operators at different time lags are investigated in the topology of their…

概率论 · 数学 2025-06-23 Marie-Christine Düker , Pavlos Zoubouloglou

Matrix concentration inequalities give bounds for the spectral-norm deviation of a random matrix from its expected value. These results have a weak dimensional dependence that is sometimes, but not always, necessary. This paper identifies…

概率论 · 数学 2016-08-05 Joel A. Tropp

We present an explicit two-parameter family of finite-band Jacobi elliptic potentials for a non-self-adjoint Dirac operator which connects two previously known limiting cases in which the elliptic parameter is zero or one. A full…

谱理论 · 数学 2024-11-12 Gino Biondini , Xu-Dan Luo , Jeffrey Oregero , Alexander Tovbis

We study the full asymptotic expansion of the monodromy data ({\it i.e.}, Stokes multipliers) for the first Painlev\'{e} transcendent (PI) with large initial data or large pole parameters. Our primary approach involves refining the complex…

可精确求解与可积系统 · 物理学 2025-01-23 Wen-Gao Long , Yun-Jiang Jiang , Yu-Tian Li

Using the saddle point method, we give an explicit form of the planar free energy and Wilson loops of unitary matrix models in the one-cut regime. The multi-critical unitary matrix models are shown to undergo third-order phase transitions…

高能物理 - 理论 · 物理学 2022-03-14 Takeshi Oota

We present the solution of the discrete super-Virasoro constraints to all orders of the genus expansion. Integrating over the fermionic variables we get a representation of the partition function in terms of the one-matrix model. We also…

高能物理 - 理论 · 物理学 2015-06-26 K. Becker , M. Becker

Recent interest in large N matrix models in the double scaling limit raised new interest also in O(N) vector models. The limit $N \rightarrow \infty$, correlated with the limit $g \rightarrow g_c$, results in an expansion in terms of…

高能物理 - 理论 · 物理学 2009-10-22 Paolo Di Vecchia , Moshe Moshe

We consider an orthogonal polynomial formulation of the double scaling limit of multicritical matrix models in the $\beta=1$ Dyson-Wigner class. They capture the physics of 2D quantum gravity coupled to minimal matter on unorientable…

高能物理 - 理论 · 物理学 2024-05-31 Wasif Ahmed , Ashton Lowenstein

We consider the 1D periodic Jacobi matrices. The spectrum of this operator is purely absolutely continuous and consists of intervals separated by gaps. We solve the inverse problem (including characterization) in terms of vertical slits on…

数学物理 · 物理学 2009-11-13 Evgeny Korotyaev , Anton Kutsenko

The talk presented at ICMP 97 focused on the scaling limits of critical percolation models, and some other systems whose salient features can be described by collections of random lines. In the scaling limit we keep track of features seen…

数学物理 · 物理学 2007-05-23 Michael Aizenman

The critical Ising model in two dimensions with a defect line is analyzed to deliver the first exact solution with twisted boundary conditions. We derive exact expressions for the eigenvalues of the transfer matrix and obtain analytically…

统计力学 · 物理学 2016-10-26 Armen Poghosyan , Nikolay Izmailian , Ralph Kenna

We consider a two-dimensional Ising model with random i.i.d. nearest-neighbor ferromagnetic couplings and no external magnetic field. We show that, if the probability of supercritical couplings is small enough, the system admits a…

无序系统与神经网络 · 物理学 2015-05-30 L. Bertini , Emilio N. M. Cirillo , E. Olivieri

We show sharpened forms of the concentration of measure phenomenon centered at first order stochastic expansions. The bound are based on second order difference operators and second order derivatives. Applications to functions on the…

概率论 · 数学 2019-11-22 Friedrich Götze , Holger Sambale

This paper studies a high-dimensional inference problem involving the matrix tensor product of random matrices. This problem generalizes a number of contemporary data science problems including the spiked matrix models used in sparse…

信息论 · 计算机科学 2020-12-18 Galen Reeves

The class of complex random vectors whose covariance matrix is linearly parameterized by a basis of Hermitian Toeplitz (HT) matrices is considered, and the maximum compression ratios that preserve all second-order information are derived…

统计理论 · 数学 2016-11-15 Daniel Romero , Roberto Lopez-Valcarce , Geert Leus
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