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We extend the celebrated Glivenko-Cantelli theorem, sometimes called the fundamental theorem of statistics, from its standard setting of total variation distance to all $f$-divergences. A key obstacle in this endeavor is to define…

统计理论 · 数学 2025-03-25 Haoming Wang , Lek-Heng Lim

Errors in variables (Deming) regression of measurements spanning a wide range of values requires appropriate weighting to reflect nonconstant variance. Precision profile models, mathematical relationships between measurement variance and…

统计计算 · 统计学 2025-08-06 Douglas M Hawkins , Jessica J Kraker

We compare and contrast fourteen measures that have been proposed for the purpose of quantifying partisan gerrymandering. We consider measures that, rather than examining the shapes of districts, utilize only the partisan vote distribution…

物理与社会 · 物理学 2019-04-18 Gregory S. Warrington

Microscopic models describing a whole of economic interactions in a closed society are considered. The presence of a tax system combined with a redistribution process is taken into account, as well as the occurrence of tax evasion. In…

综合金融 · 定量金融 2017-01-11 M. L. Bertotti , G. Modanese

We study a generalized version of Wyner's common information problem (also coined the distributed source simulation problem). The original common information problem consists in understanding the minimum rate of the common input to…

信息论 · 计算机科学 2019-12-04 Lei Yu , Vincent Y. F. Tan

In this short note, we will show that the metric of Deligne's pairing is continous.

代数几何 · 数学 2007-05-23 Atsushi Moriwaki

This work considers the problem of estimating the distance between two covariance matrices directly from the data. Particularly, we are interested in the family of distances that can be expressed as sums of traces of functions that are…

机器学习 · 计算机科学 2024-09-19 Roberto Pereira , Xavier Mestre , Davig Gregoratti

A method is discussed that allows combining sets of differential or inclusive measurements. It is assumed that at least one measurement was obtained with simultaneously fitting a set of nuisance parameters, representing sources of…

数据分析、统计与概率 · 物理学 2018-01-09 Jan Kieseler

Motivated by putting empirical work based on (synthetic) election data on a more solid mathematical basis, we analyze six distances among elections, including, e.g., the challenging-to-compute but very precise swap distance and the distance…

计算机科学与博弈论 · 计算机科学 2022-05-03 Niclas Boehmer , Piotr Faliszewski , Rolf Niedermeier , Stanisław Szufa , Tomasz Wąs

In this paper, the concept of the classical $f$-divergence for a pair of measures is extended to the mixed $f$-divergence for multiple pairs of measures. The mixed $f$-divergence provides a way to measure the difference between multiple…

概率论 · 数学 2016-06-29 Elisabeth M. Werner , Deping Ye

This paper presents a distance function between sets based on an average of distances between their elements. The distance function is a metric if the sets are non-empty finite subsets of a metric space. It can be applied to produce various…

度量几何 · 数学 2011-09-13 Osamu Fujita

The Jensen's inequality plays a crucial role in the analysis of time-delay and sampled-data systems. Its conservatism is studied through the use of the Gr\"{u}ss Inequality. It has been reported in the literature that fragmentation (or…

系统与控制 · 计算机科学 2012-04-06 Corentin Briat

A robust mean value is often a good alternative to the standard mean value when dealing with data containing many outliers. An efficient method for samples of one-dimensional features and the truncated quadratic error norm is presented and…

计算机视觉与模式识别 · 计算机科学 2016-02-01 Erik Jonsson , Michael Felsberg

The aim of this paper is to establish some new inequalities similar to the Ostrowski's inequalities which are more generalized than the inequalities of Dragomir and Cerone. The current article obtains bounds for the deviation of a function…

经典分析与常微分方程 · 数学 2015-05-15 Ather Qayyum , Muhammad Shoaib , Ibrahima Faye

We study a family of distance functions on rankings that allow for asymmetric treatments of alternatives and consider the distinct relevance of the top and bottom positions for ordered lists. We provide a full axiomatic characterization of…

计算机科学与博弈论 · 计算机科学 2024-03-28 Andrea Aveni , Ludovico Crippa , Giulio Principi

A general divergence measure for monotonic functions is introduced. Its connections with the f-divergence for convex functions are explored. The main properties are pointed out.

概率论 · 数学 2007-05-23 Sever Silvestru Dragomir

We propose a generalization of separability in the context of global optimization. Our results apply to objective functions implemented as differentiable computer programs. They are presented in the context of a simple branch and bound…

最优化与控制 · 数学 2023-05-10 Jens Deussen , Uwe Naumann

Parameter estimation via M- and Z-estimation is equally powerful in semiparametric models for one-dimensional functionals due to a one-to-one relation between corresponding loss and identification functions via integration and…

统计理论 · 数学 2022-09-07 Timo Dimitriadis , Tobias Fissler , Johanna Ziegel

Generative Adversarial Networks (GANs) have been used to model the underlying probability distribution of sample based datasets. GANs are notoriuos for training difficulties and their dependence on arbitrary hyperparameters. One recent…

机器学习 · 计算机科学 2019-10-03 Thomas Pinetz , Daniel Soukup , Thomas Pock

This paper is devoted to the estimators of the mean that provide strong non-asymptotic guarantees under minimal assumptions on the underlying distribution. The main ideas behind proposed techniques are based on bridging the notions of…

统计理论 · 数学 2019-05-07 Stanislav Minsker
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