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Trace norm regularization is a popular method of multitask learning. We give excess risk bounds with explicit dependence on the number of tasks, the number of examples per task and properties of the data distribution. The bounds are…

机器学习 · 统计学 2013-01-15 Andreas Maurer , Massimiliano Pontil

In these notes, we present a general result concerning the Lipschitz regularity of a certain type of set-valued maps often found in constrained optimization and control problems. The class of multifunctions examined in this paper is…

最优化与控制 · 数学 2007-05-23 M. Papi , S. Sbaraglia

We adapt Stein's method of diffusion approximations, developed by Barbour, to the study of chaotic dynamical systems. We establish an error bound in the functional central limit theorem with respect to an integral probability metric of…

动力系统 · 数学 2025-11-05 Juho Leppänen , Yuto Nakajima , Yushi Nakano

This paper concerns the estimation of sums of functions of observable and unobservable variables. Lower bounds for the asymptotic variance and a convolution theorem are derived in general finite- and infinite-dimensional models. An explicit…

统计理论 · 数学 2007-06-13 Cun-Hui Zhang

We prove a Tauberian theorem for the Voronoi summation method of divergent series with an estimate of the remainder term. The results on the Voronoi summability are then applied to analyze the mean values of multiplicative functions on…

组合数学 · 数学 2011-04-08 Vytas Zacharovas

Multifractal analysis refers to the study of the local properties of measures and functions, and consists of two parts: the fine multifractal theory and the coarse multifractal theory. The fine and the coarse theory are linked by a web of…

动力系统 · 数学 2014-11-24 Lars Olsen

We find a sharp combinatorial bound for the metric entropy of sets in R^n and general classes of functions. This solves two basic combinatorial conjectures on the empirical processes. 1. A class of functions satisfies the uniform Central…

泛函分析 · 数学 2016-12-23 Mark Rudelson , Roman Vershynin

The Uniform convergence of double Fourier-Legendre series of function of bounded Harmonic variation and bounded partial $\Lambda $-variation are investigated.

偏微分方程分析 · 数学 2012-10-10 Ushangi Goginava

The Erd\H{o}s discrepancy problem, now a theorem by T. Tao, asks whether every sequence with values plus or minus one has unbounded discrepancy along all homogeneous arithmetic progressions. We establish weighted variants of this problem,…

数论 · 数学 2020-07-16 Nikos Frantzikinakis

This article offers a comprehensive treatment of polynomial functional regression, culminating in the establishment of a novel finite sample bound. This bound encompasses various aspects, including general smoothness conditions, capacity…

数值分析 · 数学 2024-05-08 Markus Holzleitner , Sergei Pereverzyev

We introduce directional regularity, a new definition of anisotropy for multivariate functional data. Instead of taking the conventional view, which determines anisotropy as a notion of smoothness along a dimension, directional regularity…

统计方法学 · 统计学 2026-05-05 Omar Kassi , Sunny G. W. Wang

We consider goodness-of-fit tests for uniformity of a multinomial distribution by means of tests based on a class of symmetric statistics, defined as the sum of some function of cell-frequencies. We are dealing with an asymptotic regime,…

统计理论 · 数学 2022-11-03 Sherzod M Mirakhmedov

The creativity and emergence of biological and psychological behavior are nonlinear. However, that does not necessarily mean only that the measurements of the behaviors are curvilinear. Furthermore, the linear model might fail to reduce…

数据分析、统计与概率 · 物理学 2021-05-28 Damian G. Kelty-Stephen , Elizabeth Lane , Madhur Mangalam

We develop a general form of the Ritz method for trial functions that do not satisfy the essential boundary conditions. The idea is to treat the latter as variational constraints and remove them using the Lagrange multipliers. In…

数值分析 · 数学 2017-05-17 Vojin Jovanovic , Sergiy Koshkin

Motivated by the substantial development of the special functions, we contribute to establish some rigorous results on the general series identities with bounded sequences and hypergeometric functions with different arguments, which are…

综合数学 · 数学 2019-02-19 Mohammad Idris Qureshi , Saima Jabee , Mohammad Shadab

We present a new variational principle for linking models of beams and deformable solids, providing also its mathematical analysis. Despite the apparent differences between the two types of governing equations, it will be shown that the…

数值分析 · 数学 2019-09-11 Ignacio Romero

The density ratio is an important metric for evaluating the relative likelihood of two probability distributions, with extensive applications in statistics and machine learning. However, existing estimation theories for density ratios often…

机器学习 · 统计学 2025-04-03 Shuntuo Xu , Zhou Yu , Jian Huang

Tube formulas refer to the study of volumes of $r$ neighbourhoods of sets. For sets satisfying some (possible very weak) convexity conditions, this has a long history. However, within the past 20 years Lapidus has initiated and pioneered a…

经典分析与常微分方程 · 数学 2016-11-26 Lars Olsen

Summation arithmetic functions with asymptotically independent terms are studied in the paper, the limit of which is the law of normal distribution. Assertions about the asymptotic behavior of the indicated functions are proved.

数论 · 数学 2019-04-17 Victor Volfson

Topics concerning metric dimension related invariants in graphs are nowadays intensively studied. This compendium of combinatorial and computational results on this topic is an attempt of surveying those contributions that are of the…

组合数学 · 数学 2021-07-13 Dorota Kuziak , Ismael G. Yero