A Sharp Concentration Inequality with Applications

scientific article published in 2000

A probabilistic theory of pattern recognition

book published in 2014

Bandits With Heavy Tail

Basic Inequalities

Basic Information Inequalities

Benign overfitting in linear regression

scientific article published on 24 April 2020

Boltzmann Exploration Done Right ⬇️

scientific article published in January 2017

Bounding the Variance

Combinatorial bandits

Concentration Inequalities

Concentration Inequalities

Concentration and Isoperimetry

Concentration inequalities using the entropy method

article published in 2003

Empirical risk minimization for heavy-tailed losses ⬇️

scholarly article from 'The Annals of Statistics' published in 2015

Exceptional Rotations of Random Graphs: A VC Theory ⬇️

scholarly article from 'Journal of Machine Learning Research' published in 2015

Influences and Threshold Phenomena

Introduction

Introduction to Statistical Learning Theory

article published in 2004

Isoperimetry on the Hypercube and Gaussian Spaces

Local optima of the Sherrington-Kirkpatrick Hamiltonian ⬇️

scholarly article from 'Journal of Mathematical Physics' published in 2019

Logarithmic Sobolev Inequalities

Minimax regret under log loss for general classes of experts

Minimizing Regret With Label Efficient Prediction

Minimizing Regret with Label Efficient Prediction

Mirror Descent Meets Fixed Share (and feels no regret) ⬇️

scientific article published in January 2012

Model Selection and Error Estimation

article

Moment Inequalities

Moment inequalities for functions of independent random variables

Nonparametric estimation and classification using radial basis function nets and empirical risk minimization

scientific article published on 01 January 1996

On combinatorial testing problems

scientific article published in 2010

On concentration of self-bounding functions

On prediction of individual sequences relative to a set of experts

On sequential prediction of individual sequences relative to a set of experts

On the estimation of the mean of a random vector ⬇️

scholarly article from 'Electronic Journal of Statistics' published in 2017

On the posterior-probability estimate of the error rate of nonparametric classification rules

Prediction, Learning, and Games

article published in 2006

Regret Minimization Under Partial Monitoring

Set estimation from reflected Brownian motion

Sharp threshold for percolation on expanders

Sub-Gaussian mean estimators ⬇️

scholarly article from 'The Annals of Statistics' published in 2016

The Entropy Method

The Expected Value of Suprema of Empirical Processes

The Transportation Method

The Variance of Suprema of Empirical Processes

Theory of Classification: a Survey of Some Recent Advances

Φ-Entropies