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We study the asymptotic shape of the trajectory of the stochastic gradient descent algorithm applied to a convex objective function. Under mild regularity assumptions, we prove a functional central limit theorem for the properly rescaled…

机器学习 · 统计学 2026-02-18 Kessang Flamand , Victor-Emmanuel Brunel

We consider generalized inversions and descents in finite Weyl groups. We establish Coxeter-theoretic properties of indicator random variables of positive roots such as the covariance of two such indicator random variables. We then compute…

概率论 · 数学 2023-09-29 Kathrin Meier , Christian Stump

This is a significantly expanded version of the survey paper "Mixing and decay of correlations in non-uniformly expanding maps: a survey of recent results" math/0301319. We discuss recent results on decay of correlations for non-uniformly…

动力系统 · 数学 2007-05-23 Stefano Luzzatto

We introduce intrinsic interpolatory bases for data structured on graphs and derive properties of those bases. Polyharmonic Lagrange functions are shown to satisfy exponential decay away from their centers. The decay depends on the density…

数值分析 · 数学 2020-04-21 John Paul Ward , Francis J. Narcowich , Joseph D. Ward

The Sinc approximation is known to be a highly efficient approximation formula for rapidly decreasing functions. For unilateral rapidly decreasing functions, which rapidly decrease as $x\to\infty$ but does not as $x\to-\infty$, an…

数值分析 · 数学 2025-11-11 Tomoaki Okayama

Let f be a dominating meromorphic self-map of large topological degree on a compact Kaehler manifold. We give a new construction of the equilibrium measure of f and prove that it is exponentially mixing. Then, we deduce the central limit…

动力系统 · 数学 2007-05-23 Tien-Cuong Dinh , Nessim Sibony

We obtain rates of convergence in the weak invariance principle (functional central limit theorem) for $\R^d$-valued H\"older observables of nonuniformly hyperbolic maps. In particular, for maps modelled by a Young tower with…

动力系统 · 数学 2025-03-21 Nicholas Fleming-Vázquez

We prove sharp bounds for the size of superlevel sets $\{x\in \mathbb{R}^2:|f(x)|>\alpha\}$ where $\alpha>0$ and $f:\mathbb{R}^2\to\mathbb{C}$ is a Schwartz function with Fourier transform supported in an $R^{-1}$-neighborhood of the…

经典分析与常微分方程 · 数学 2021-07-29 Yuqiu Fu , Larry Guth , Dominique Maldague

Instead of sampling a function at a single point, average sampling takes the weighted sum of function values around the point. Such a sampling strategy is more practical and more stable. In this note, we present an explicit method with an…

信息论 · 计算机科学 2014-12-23 Wenjian Chen , Haizhang Zhang

Over the last 30 years, extensive work has been devoted to developing central limit theory for partial sums of subordinated long memory linear time series. A much less studied problem, motivated by questions that are ubiquitous in extreme…

概率论 · 数学 2026-03-24 Ioan Scheffel , Marco Oesting , Gilles Stupfler

We show how a central limit theorem for Poisson model random polygons implies a central limit theorem for uniform model random polygons. To prove this implication, it suffices to show that in the two models, the variables in question have…

概率论 · 数学 2012-08-14 John Pardon

We consider the central limit theorem for stable laws in the case of the standardized sum of independent and identically distributed random variables with regular probability density function. By showing decay of different entropy…

概率论 · 数学 2016-10-12 Giuseppe Toscani

Equilibrium measures are special invariant measures of chaotic dynamical systems and iterated function systems, commonly studied as salient examples of fractal measures. While useful analytic expressions are rare, computational exploration…

动力系统 · 数学 2023-12-19 Caroline L. Wormell

Function approximation is a generic process in a variety of computational problems, from data interpolation to the solution of differential equations and inverse problems. In this work, a unified approach for such techniques is…

数值分析 · 数学 2019-10-01 Nikolaos P. Bakas

We consider multimodal C^3 interval maps f satisfying a summability condition on the derivatives D_n along the critical orbits which implies the existence of an absolutely continuous f -invariant probability measure mu. If f is…

动力系统 · 数学 2007-05-23 Henk Bruin , Stefano Luzzatto , Sebastian van Strien

A regularity lemma for polynomials provides a decomposition in terms of a bounded number of approximately independent polynomials. Such regularity lemmas play an important role in numerous results, yet suffer from the familiar shortcoming…

组合数学 · 数学 2026-05-26 Guy Moshkovitz , Dora Woodruff

The Metropolis process (MP) and Simulated Annealing (SA) are stochastic local search heuristics that are often used in solving combinatorial optimization problems. Despite significant interest, there are very few theoretical results…

数据结构与算法 · 计算机科学 2023-12-22 Zongchen Chen , Dan Mikulincer , Daniel Reichman , Alexander S. Wein

We consider a decision network on an undirected graph in which each node corresponds to a decision variable, and each node and edge of the graph is associated with a reward function whose value depends only on the variables of the…

概率论 · 数学 2009-12-03 David Gamarnik , David Goldberg , Theophane Weber

The Central Limit Theorem states that, in the limit of a large number of terms, an appropriately scaled sum of independent random variables yields another random variable whose probability distribution tends to a stable distribution. The…

数据分析、统计与概率 · 物理学 2024-04-08 Damián H. Zanette , Inés Samengo

In this survey we consider polynomial optimization problems, asking to minimize a polynomial function over a compact semialgebraic set, defined by polynomial inequalities. This models a great variety of (in general, nonlinear nonconvex)…

最优化与控制 · 数学 2025-01-16 Monique Laurent , Lucas Slot