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We present a series of new and more favorable margin-based learning guarantees that depend on the empirical margin loss of a predictor. We give two types of learning bounds, both distribution-dependent and valid for general families, in…

机器学习 · 计算机科学 2020-10-30 Corinna Cortes , Mehryar Mohri , Ananda Theertha Suresh

Extra dimensions with boundaries are often used in the literature, to provide phenomenological models that mimic the standard model. In this context, we explore possible modifications to Newton's law due to the existence of an…

高能物理 - 理论 · 物理学 2015-05-27 V. K. Oikonomou , K. Kleidis

It is a well-known conjecture in the theory of irregularities of distribution that the L1 norm of the discrepancy function of an N-point set satisfies the same asymptotic lower bounds as its L^2 norm. In dimension d=2 this fact has been…

数论 · 数学 2015-09-02 Gagik Amirkhanyan , Dmitriy Bilyk , Michael T Lacey

The exponential growth rate of non polynomially growing subgroups of $GL_d$ is conjectured to admit a uniform lower bound. This is known for non-amenable subgroups, while for amenable subgroups it is known to imply the Lehmer conjecture…

经典分析与常微分方程 · 数学 2022-08-25 Emmanuel Breuillard , Péter P. Varjú

In applied probability, the normal approximation is often used for the distribution of data with assumed additive structure. This tradition is based on the central limit theorem for sums of (independent) random variables. However, it is…

概率论 · 数学 2020-10-27 Alexandra Dorofeeva , Victor Korolev , Alexander Zeifman

Lower and upper bounds are explored for the uniform (Kolmogorov) and $L^2$-distances between the distributions of weighted sums of dependent summands and the normal law. The results are illustrated for several classes of random variables…

概率论 · 数学 2023-08-08 S. G. Bobkov , G. P. Chistyakov , F. Götze

We obtain a double exponential bound in Brauer's generalisation of van der Waerden's theorem, which concerns progressions with the same colour as their common difference. Such a result has been obtained independently and in much greater…

组合数学 · 数学 2020-01-06 Jonathan Chapman , Sean Prendiville

This paper re-examines the limit theorems of Abadie and Imbens for nearest-neighbor matching estimators of average treatment effects with a fixed number of matches. We establish, for the first time, a non-normalized central limit theorem…

统计理论 · 数学 2026-05-21 Songliang Chen , Fang Han

We consider a general class of spin systems with potentially unbounded real-valued spins, defined via a single-site potential with super-Gaussian tails on general graphs, allowing for both short- and long-range interactions. This class…

概率论 · 数学 2026-03-30 Christoforos Panagiotis , William Veitch

We obtain a exponential large deviation upper bound for continuous observables on suspension semiflows over a non-uniformly expanding base transformation with non-flat singularities or criticalities, where the roof function defining the…

动力系统 · 数学 2010-08-30 Vitor Araujo

The purpose of this paper is to ensure the conditions of G\"artner-Ellis Theorem for evaluations of the empirical measure. We show that up-to-date conditions for ensuring the convergence to a quasi-stationary distribution can be applied…

概率论 · 数学 2020-04-21 Aurélien Velleret

We study tail probabilities via some Gaussian approximations. Our results make refinements to large deviation theory. The proof builds on classical results by Bahadur and Rao. Binomial distributions and their tail probabilities are…

统计理论 · 数学 2012-05-07 Laszlo Gyorfi , Peter Harremoes , Gabor Tusnady

Estimation of the degree of stability and the bounds of solutions to non-autonomous nonlinear systems present major concerns in numerous applied problems. Yet, current techniques are frequently yield overconservative conditions which are…

动力系统 · 数学 2020-12-29 Mark A. Pinsky

Necessary and sufficient criteria for metric subregularity (or calmness) of set-valued mappings between general metric or Banach spaces are treated in the framework of the theory of error bounds for a special family of extended real-valued…

最优化与控制 · 数学 2015-01-20 Alexander Y. Kruger

An Edgeworth-type expansion is established for the entropy distance to the class of normal distributions of sums of i.i.d. random variables or vectors, satisfying minimal moment conditions.

概率论 · 数学 2013-07-25 Sergey G. Bobkov , Gennadiy P. Chistyakov , Friedrich Götze

In this paper, we present the Bennett-type generalization bounds of the learning process for i.i.d. samples, and then show that the generalization bounds have a faster rate of convergence than the traditional results. In particular, we…

机器学习 · 统计学 2013-09-27 Chao Zhang

We apply a modern axiomatic system of nonstandard analysis in metric fixed point theory. In particular, we formulate a nonstandard iteration scheme for nonexpansive mappings and present a nonstandard approach to fixed-point problems in…

泛函分析 · 数学 2015-11-24 Andrzej Wiśnicki

We consider a type of nonnormal approximation of infinitely divisible distributions that incorporates compound Poisson, Gamma, and normal distributions. The approximation relies on achieving higher orders of cumulant matching, to obtain…

概率论 · 数学 2013-04-24 Zhiyi Chi

We investigate asymptotic properties of least-absolute-deviation or median quantile estimates of the location and scale functions in nonparametric regression models with dependent data from multiple subjects. Under a general dependence…

统计理论 · 数学 2014-07-07 Zhibiao Zhao , Ying Wei , Dennis K. J. Lin

We explore asymptotically optimal bounds for deviations of Bernoulli convolutions from the Poisson limit in terms of the Shannon relative entropy and the Pearson $\chi^2$-distance. The results are based on proper non-uniform estimates for…

概率论 · 数学 2019-08-13 S. G. Bobkov , G. P. Chistyakov , F. Götze