Results 11 to 20 of about 10,290,926 (277)

Transport inequalities and Concentration of measure* [PDF]

open access: yesESAIM: Proceedings and Surveys, 2015
We give a short introduction to the concentration of measure phenomenon and connect it with different functional inequalities (Poincaré, Talagrand and Log-Sobolev inequalities).
Gozlan Nathael
doaj   +3 more sources

Concentration Inequalities for Statistical Inference [PDF]

open access: yesCommunications in Mathematical Research, 2020
This paper gives a review of concentration inequalities which are widely employed in analyzes of mathematical statistics in a wide range of settings, from distribution free to distribution dependent, from sub-Gaussian to sub-exponential, sub-Gamma, and ...
Huiming Zhang, Song-Xi Chen
semanticscholar   +6 more sources

Concentration Inequalities [PDF]

open access: yes, 2004
Concentration inequalities deal with deviations of functions of independent random variables from their expectation. In the last decade new tools have been introduced making it possible to establish simple and powerful inequalities. These inequalities are at the heart of the mathematical analysis of various problems in machine learning and made it ...
Stéphane Boucheron   +2 more
core   +5 more sources

An Introduction to Matrix Concentration Inequalities [PDF]

open access: yesFoundations and Trends® in Machine Learning, 2015
In recent years, random matrices have come to play a major role in computational mathematics, but most of the classical areas of random matrix theory remain the province of experts.
J. Tropp
semanticscholar   +6 more sources

Functional Inequalities for Two-Level Concentration [PDF]

open access: yesPotential Analysis, 2021
AbstractProbability measures satisfying a Poincaré inequality are known to enjoy a dimension-free concentration inequality with exponential rate. A celebrated result of Bobkov and Ledoux shows that a Poincaré inequality automatically implies a modified logarithmic Sobolev inequality. As a consequence the Poincaré inequality ensures a stronger dimension-
Barthe, Franck, Strzelecki, Michał
openaire   +8 more sources

Concentration inequalities for polynomials in α-sub-exponential random variables [PDF]

open access: yesElectronic Journal of Probability, 2019
In this work we derive multi-level concentration inequalities for polynomial functions in independent random variables with a $\alpha$-sub-exponential tail decay.
F. Götze, H. Sambale, A. Sinulis
semanticscholar   +2 more sources

Thermodynamic Concentration Inequalities and Trade-Off Relations. [PDF]

open access: yesPhysical Review Letters
Thermodynamic tradeoff relations quantify the fundamental concept of "no free lunch" in the physical world, suggesting that faster and more precise physical processes come at a higher thermodynamic cost.
Yoshihiko Hasegawa, Tomohiro Nishiyama
semanticscholar   +2 more sources

Concentration Inequalities for Bounded Functionals via Log-Sobolev-Type Inequalities [PDF]

open access: yesJournal of theoretical probability, 2018
In this paper, we prove multilevel concentration inequalities for bounded functionals f=f(X1,…,Xn)\documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs}
F. Götze, H. Sambale, A. Sinulis
semanticscholar   +2 more sources

New insights on concentration inequalities for self-normalized martingales [PDF]

open access: yesElectronic Communications in Probability, 2018
We propose new concentration inequalities for self-normalized martingales. The main idea is to introduce a suitable weighted sum of the predictable quadratic variation and the total quadratic variation of the martingale.
B. Bercu, Taieb Touati
semanticscholar   +2 more sources

Concentration Properties of Extremal Parameters in Random Discrete Structures [PDF]

open access: yesDiscrete Mathematics & Theoretical Computer Science, 2006
The purpose of this survey is to present recent results concerning concentration properties of extremal parameters of random discrete structures. A main emphasis is placed on the height and maximum degree of several kinds of random trees. We also provide
Michael Drmota
doaj   +1 more source

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