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In recent years, large high-dimensional data sets have become commonplace in a wide range of applications in science and commerce. Techniques for dimension reduction are of primary concern in statistical analysis. Projection methods play an…

统计计算 · 统计学 2008-01-24 Peter Clifford , Ioana A. Cosma

In this paper, we relate the framework of mod-$\phi$ convergence to the construction of approximation schemes for lattice-distributed random variables. The point of view taken here is that of Fourier analysis in the Wiener algebra, allowing…

概率论 · 数学 2020-07-06 Reda Chhaibi , Freddy Delbaen , Pierre-Loïc Méliot , Ashkan Nikeghbali

We consider the problem of learning a measure of distance among vectors in a feature space and propose a hybrid method that simultaneously learns from similarity ratings assigned to pairs of vectors and class labels assigned to individual…

机器学习 · 计算机科学 2012-07-02 Yi-Hao Kao , Benjamin Van Roy , Daniel Rubin , Jiajing Xu , Jessica Faruque , Sandy Napel

We provide a simple method and relevant theoretical analysis for efficiently estimating higher-order lp distances. While the analysis mainly focuses on l4, our methodology extends naturally to p = 6,8,10..., (i.e., when p is even).…

机器学习 · 计算机科学 2012-03-19 Ping Li , Michael W. Mahoney , Yiyuan She

Gilbert proposed an algorithm for bounding the distance between a given point and a convex set. In this article we apply the Gilbert's algorithm to get an upper bound on the Hilbert-Schmidt distance between a given state and the set of…

量子物理 · 物理学 2020-07-30 Palash Pandya , Omer Sakarya , Marcin Wieśniak

We present a uniform catalog of accurate distances to local molecular clouds informed by the Gaia DR2 data release. Our methodology builds on that of Schlafly et al. (2014). First, we infer the distance and extinction to stars along…

It is shown that the scattering length can be obtained by solving a Riccati equation derived from variable phase theory. Two methods of solving it are presented. The equation is used to predict how long-range interactions influence the…

原子物理 · 物理学 2007-05-23 H. Ouerdane , M. J. Jamieson , D. Vrinceanu , M. J. Cavagnero

We prove strong convergence of a semi-discrete finite difference method for the KdV and modified KdV equations. We extend existing results to non-smooth data (namely, in $L^2$), without size restrictions. Our approach uses a fourth order…

数值分析 · 数学 2012-02-07 Paulo Amorim , Mário Figueira

We propose and apply a test that can detect any systematic errors in the Hipparcos parallaxes towards the Hyades cluster at the level of 0.3 mas. We show that the statistical parallax method subsumes the classical moving cluster methods and…

天体物理学 · 物理学 2009-10-30 Vijay K. Narayanan , Andrew Gould

In this paper we propose a Bayesian answer to testing problems when the hypotheses are not well separated. The idea of the method is to study the posterior distribution of a discrepancy measure between the parameter and the model we want to…

统计理论 · 数学 2017-06-28 Jean-Bernard Salomond

In this paper we study the common distance between points and the behavior of a constant length step discrete random walk on finite area hyperbolic surfaces. We show that if the second smallest eigenvalue of the Laplacian is at least 1/4,…

几何拓扑 · 数学 2019-06-04 Konstantin Golubev , Amitay Kamber

Consider an unlimited homogeneous medium disturbed by points generated via Poisson process. The neighborhood of a point plays an important role in spatial statistics problems. Here, we obtain analytically the distance statistics to $k$th…

统计力学 · 物理学 2015-08-11 Cristiano Roberto Fabri Granzotti , Alexandre Souto Martinez

We study three kinetic Langevin samplers including the Euler discretization, the BU and the UBU splitting scheme. We provide contraction results in $L^1$-Wasserstein distance for non-convex potentials. These results are based on a carefully…

概率论 · 数学 2025-08-20 Katharina Schuh , Peter A. Whalley

We introduce a new version of the KL-divergence for Gaussian distributions which is based on Wasserstein geometry and referred to as WKL-divergence. We show that this version is consistent with the geometry of the sample space ${\Bbb R}^n$.…

统计理论 · 数学 2026-05-29 Adwait Datar , Nihat Ay

Precise measurement of the fundamental parameters of stellar systems, including mass and radius, depends critically on how well the stellar distances are known. Astrometry from space provides parallax measurements of unprecented accuracy,…

太阳与恒星天体物理 · 物理学 2021-11-10 Mashhoor Ahmad Al-Wardat , Abdallah M. Hussein , Hamid M. Al-Naimiy , Martin A. Barstow

Estimating entropy and mutual information consistently is important for many machine learning applications. The Kozachenko-Leonenko (KL) estimator (Kozachenko & Leonenko, 1987) is a widely used nonparametric estimator for the entropy of…

统计理论 · 数学 2016-07-22 Shashank Singh , Barnabás Póczos

The Davis--Kahan theorem is used in the analysis of many statistical procedures to bound the distance between subspaces spanned by population eigenvectors and their sample versions. It relies on an eigenvalue separation condition between…

统计理论 · 数学 2014-05-06 Yi Yu , Tengyao Wang , Richard J. Samworth

Context. The Kepler space mission led to a large amount of high-precision time series of solar-like oscillators. Using a Bayesian analysis that combines asteroseismic techniques and additional ground-based observations, the mass, radius,…

太阳与恒星天体物理 · 物理学 2016-11-30 J. De Ridder , G. Molenberghs , L. Eyer , C. Aerts

We present a comparison of Gaia Data Release 1 (DR1) parallaxes with photometric parallaxes for a sample of 212 Galactic Cepheids at a median distance of 2~kpc, and explore their implications on the distance scale and the local value of the…

天体物理仪器与方法 · 物理学 2017-03-08 Stefano Casertano , Adam G. Riess , Beatrice Bucciarelli , Mario G. Lattanzi

In the first part of the paper we use a new Fourier technique to obtain a Stein characterizations for random variables in the second Wiener chaos. We provide the connection between this result and similar conclusions that can be derived…

概率论 · 数学 2016-01-14 Benjamin Arras , Ehsan Azmoodeh , Guillaume Poly , Yvik Swan