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相关论文: A Sharp Discrepancy Bound for Jittered Sampling

200 篇论文

We study the $L_p$-discrepancy of random point sets in high dimensions, with emphasis on small values of $p$. Although the classical $L_p$-discrepancy suffers from the curse of dimensionality for all $p \in (1,\infty)$, the gap between…

数值分析 · 数学 2025-12-10 Erich Novak , Friedrich Pillichshammer

We present the stellar calibrator sample and the conversion from instrumental to physical units for the 24 micron channel of the Multiband Imaging Photometer for Spitzer (MIPS). The primary calibrators are A stars, and the calibration…

In this paper we study the geometric discrepancy of explicit constructions of uniformly distributed points on the two-dimensional unit sphere. We show that the spherical cap discrepancy of random point sets, of spherical digital nets and of…

数值分析 · 数学 2014-02-17 Christoph Aistleitner , Johann Brauchart , Josef Dick

Consider a dataset of n(d) points generated independently from R^d according to a common p.d.f. f_d with support(f_d) = [0,1]^d and sup{f_d([0,1]^d)} growing sub-exponentially in d. We prove that: (i) if n(d) grows sub-exponentially in d,…

数据库 · 计算机科学 2009-09-01 Chris Giannella

Several researchers have proposed minimisation of maximum mean discrepancy (MMD) as a method to quantise probability measures, i.e., to approximate a target distribution by a representative point set. We consider sequential algorithms that…

机器学习 · 统计学 2021-02-15 Onur Teymur , Jackson Gorham , Marina Riabiz , Chris. J. Oates

We derive fundamental asymptotic results for the expected covering radius $\rho(X_N)$ for $N$ points that are randomly and independently distributed with respect to surface measure on a sphere as well as on a class of smooth manifolds. For…

概率论 · 数学 2015-04-14 A. Reznikov , E. B. Saff

We prove that with high probability, a uniform sample of $n$ points in a convex domain in $\mathbb{R}^d$ can be rounded to points on a grid of step size proportional to $1/n^{d+1+\epsilon}$ without changing the underlying chirotope…

计算几何 · 计算机科学 2020-01-23 Jean Cardinal , Ruy Fabila-Monroy , Carlos Hidalgo-Toscano

Geometric discrepancies are standard measures to quantify the irregularity of distributions. They are an important notion in numerical integration. One of the most important discrepancy notions is the so-called \emph{star discrepancy}.…

神经与进化计算 · 计算机科学 2013-10-08 Carola Doerr , Francois-Michel De Rainville

In linear regression we wish to estimate the optimum linear least squares predictor for a distribution over $d$-dimensional input points and real-valued responses, based on a small sample. Under standard random design analysis, where the…

机器学习 · 统计学 2022-06-08 Michał Dereziński , Manfred K. Warmuth , Daniel Hsu

We study the problem of sampling from a distribution $\mu$ with density $\propto e^{-V}$ for some potential function $V:\mathbb R^d\to \mathbb R$ with query access to $V$ and $\nabla V$. We start with the following standard assumptions: (1)…

数据结构与算法 · 计算机科学 2026-02-10 Yuchen He , Zhehan Lei , Jianan Shao , Chihao Zhang

We study points in cut-and-project sets which are visible from the origin, continuing a direction of inquiry initiated in [6,14] where the asymptotic density of visible points was investigated. We establish an error bound for the density of…

动力系统 · 数学 2025-05-06 Ilya Gringlaz , Rishi Kumar , Barak Weiss

In this work we extend recent study of the properties of the dense packing of "superdisks," by Y. Jiao, F. H. Stillinger and S. Torquato, Phys. Rev. Lett. 100, 245504 (2008), to the jammed state formed by these objects in random sequential…

统计力学 · 物理学 2010-10-12 Oleksandr Gromenko , Vladimir Privman

In the matter of selection of sample time points for the estimation of the power spectral density of a continuous time stationary stochastic process, irregular sampling schemes such as Poisson sampling are often preferred over regular…

统计理论 · 数学 2010-07-19 Radhendushka Srivastava , Debasis Sengupta

Discrete sampling theorem is formulated that refers to discrete signals specified by a finite number of their samples and band-limited in a domain of a certain orthogonal transform. Conditions of the recoverability of such signals from…

光学 · 物理学 2009-02-24 L. Yaroslavsky

We prove that if $(\mathcal{M},d)$ is an $n$-point metric space that embeds quasisymmetrically into a Hilbert space, then for every $\tau>0$ there is a random subset $\mathcal{Z}$ of $\mathcal{M}$ such that for any pair of points $x,y\in…

度量几何 · 数学 2025-03-13 Alan Chang , Assaf Naor , Kevin Ren

We study the fundamental problem of estimating the mean of a $d$-dimensional distribution with covariance $\Sigma \preccurlyeq \sigma^2 I_d$ given $n$ samples. When $d = 1$, \cite{catoni} showed an estimator with error $(1+o(1)) \cdot…

统计理论 · 数学 2024-02-20 Shivam Gupta , Samuel B. Hopkins , Eric Price

We consider the problem of computing the smallest possible distortion for embedding of a given n-point metric space into R^d, where d is fixed (and small). For d=1, it was known that approximating the minimum distortion with a factor better…

计算几何 · 计算机科学 2009-09-29 Jiri Matousek , Anastasios Sidiropoulos

It is well-known that for every $N \geq 1$ and $d \geq 1$ there exist point sets $x_1, \dots, x_N \in [0,1]^d$ whose discrepancy with respect to the Lebesgue measure is of order at most $(\log N)^{d-1} N^{-1}$. In a more general setting,…

组合数学 · 数学 2017-03-20 Christoph Aistleitner , Dmitriy Bilyk , Aleksandar Nikolov

Consider a string of $n$ positions, i.e. a discrete string of length $n$. Units of length $k$ are placed at random on this string in such a way that they do not overlap, and as often as possible, i.e. until all spacings between neighboring…

概率论 · 数学 2007-05-23 Chris A. J. Klaassen , J. Theo Runnenburg

In $M$-estimation under standard asymptotics, the weak convergence combined with the polynomial type large deviation estimate of the associated statistical random field Yoshida (2011) provides us with not only the asymptotic distribution of…

统计理论 · 数学 2017-04-18 Hiroki Masuda , Yusuke Shimizu