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Stochastic approximation (SA) and stochastic gradient descent (SGD) algorithms are work-horses for modern machine learning algorithms. Their constant stepsize variants are preferred in practice due to fast convergence behavior. However,…

机器学习 · 计算机科学 2021-11-12 Zaiwei Chen , Shancong Mou , Siva Theja Maguluri

The concept of translation of an operator allows to consider the analogous of shift-invariant subspaces in the class of Hilbert-Schmidt operators. Thus, we extend the concept of average sampling to this new setting, and we obtain the…

泛函分析 · 数学 2021-01-25 Antonio G. García

The paper deals with periodic homogenization of nonlocal symmetric convolution type operators in $L^2(\mathbb R^d)$, whose kernel is the product of a density that belongs to the domain of attraction of an $\alpha$-stable law and a rapidly…

偏微分方程分析 · 数学 2025-04-14 Andrey Piatnitski , Elena Zhizhina

We derive optimal-order homogenization rates for random nonlinear elliptic PDEs with monotone nonlinearity in the uniformly elliptic case. More precisely, for a random monotone operator on $\mathbb{R}^d$ with stationary law (i.e. spatially…

偏微分方程分析 · 数学 2021-01-01 Julian Fischer , Stefan Neukamm

This paper is concerned with the interplay between statistical asymmetry and spectral methods. Suppose we are interested in estimating a rank-1 and symmetric matrix $\mathbf{M}^{\star}\in \mathbb{R}^{n\times n}$, yet only a randomly…

统计理论 · 数学 2023-01-10 Yuxin Chen , Chen Cheng , Jianqing Fan

Many time-dependent linear partial differential equations of mathematical physics and continuum mechanics can be phrased in the form of an abstract evolutionary system defined on a Hilbert space. In this paper we discuss a general framework…

偏微分方程分析 · 数学 2019-05-09 Stefan Neukamm , Mario Varga , Marcus Waurick

We study mappings satisfying some estimate of distortion of modulus of families of paths. Under some conditions on definition and mapped domains, we have proved that these mappings are logarithmic H\"{o}lder continuous at boundary points.

复变函数 · 数学 2023-04-04 Oleksandr Dovhopiatyi , Evgeny Sevost'yanov

The periodic homogenization problem of integro-differential equations of the alpha stable L{\'e}vy operators is studied in this paper. Thanking to the symmetry of the L{\'e}vy density, we can use the method of the formal asymptotic…

偏微分方程分析 · 数学 2010-12-21 M. Arisawa

A hypothesis about the average phase-space distribution of resonance eigenfunctions in chaotic systems with escape through an opening is proposed. Eigenfunctions with decay rate $\gamma$ are described by a classical measure that $(i)$ is…

混沌动力学 · 物理学 2019-07-31 Konstantin Clauß , Martin J. Körber , Arnd Bäcker , Roland Ketzmerick

We show homogenization for a family of $\mathbb{R}^d$-valued stable-like processes $(X_t^{\epsilon;\theta})_{t\ge 0}$, $\epsilon\in(0,1]$, whose (random) Fourier symbols equal…

概率论 · 数学 2024-10-01 Tomasz Klimsiak , Tomasz Komorowski , Lorenzo Marino

Using numerical exact diagonalization, we study matrix elements of a local spin operator in the eigenbasis of two different nonintegrable quantum spin chains. Our emphasis is on the question to what extent local operators can be represented…

统计力学 · 物理学 2020-10-27 Jonas Richter , Anatoly Dymarsky , Robin Steinigeweg , Jochen Gemmer

How many canonical degrees of freedom does a quantum field theory actually use during its Hamiltonian evolution? For a UV/IR-regularised classical scalar field, we address this question directly at the level of phase-space dynamics by…

高能物理 - 理论 · 物理学 2026-04-10 Oliver Friedrich , Kristina Giesel , Varun Kushwaha

A regular generalized sampling theory in some structured T-invariant subspaces of a Hilbert space H, where T denotes a bounded invertible operator in H, is established in this paper. This is done by walking through the most important cases…

We propose a new class of high-order time-marching schemes with dissipation user-control and unconditional stability for parabolic equations. High-order time integrators can deliver the optimal performance of highly-accurate and robust…

数值分析 · 数学 2021-02-12 Pouria Behnoudfar , Quanling Deng , Victor M. Calo

Stationary probability distributions of one-dimensional random walks on lattices with aperiodic disorder are investigated. The pattern of the distribution is closely related to the diffusional behavior, which depends on the wandering…

统计力学 · 物理学 2015-06-19 Hiroshi Miki

In this paper, we investigate the spectrum of the self adjoint differential operator with operator coefficitent in a separable Hilbert space. We also derive asymptotic formulas for the sum of eigenvalues of this operator.

谱理论 · 数学 2019-09-10 Yonca Sezer , Özlem Bakşi

Random fields play a central role in the analysis of spatially correlated data and, as a result, have a significant impact on a broad array of scientific applications. This paper studies the cepstral random field model, providing recursive…

统计理论 · 数学 2014-01-17 Tucker S. McElroy , Scott H. Holan

Many complex systems can be reduced to their key components through spectrally decomposing matrices that capture their dynamics. These matrices can in turn be constructed from data, often by least-squares fitting: examples of algorithms to…

数值分析 · 数学 2026-05-18 Caroline Wormell

We discuss asymptotics for large random planar maps under the assumption that the distribution of the degree of a typical face is in the domain of attraction of a stable distribution with index $\alpha\in(1,2)$. When the number $n$ of…

概率论 · 数学 2017-08-23 Jean-François Le Gall , Grégory Miermont

By using the differential operator technique and the effective field theory scheme we study the tricritical behavior of Heisenberg classical model of spin-1/2 in a random field. The phase diagram in the T-h plane on a square and simple…

统计力学 · 物理学 2009-11-07 Douglas F. de Albuquerque , A. S. de Arruda
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