Preserving Statistical Validity in Adaptive Data Analysis

Preserving Statistical Validity in Adaptive Data Analysis

10 November 2014

Papers citing "Preserving Statistical Validity in Adaptive Data Analysis"

17 / 67 papers shown

Title
Entropy-SGD optimizes the prior of a PAC-Bayes bound: Generalization properties of Entropy-SGD and data-dependent priors Gintare Karolina Dziugaite Daniel M. Roy MLT 27 144 0 26 Dec 2017
Calibrating Noise to Variance in Adaptive Data Analysis Vitaly Feldman Thomas Steinke 38 47 0 19 Dec 2017
Sampling Without Compromising Accuracy in Adaptive Data Analysis Benjamin Fish L. Reyzin Benjamin I. P. Rubinstein 47 8 0 28 Sep 2017
Privacy Risk in Machine Learning: Analyzing the Connection to Overfitting Samuel Yeom Irene Giacomelli Matt Fredrikson S. Jha MIACV 18 39 0 05 Sep 2017
Generalization for Adaptively-chosen Estimators via Stable Median Vitaly Feldman Thomas Steinke 29 42 0 15 Jun 2017
Max-Information, Differential Privacy, and Post-Selection Hypothesis Testing Ryan M. Rogers Aaron Roth Adam D. Smith Om Thakkar 41 82 0 13 Apr 2016
Typical Stability Raef Bassily Y. Freund 22 16 0 12 Apr 2016
Online Rules for Control of False Discovery Rate and False Discovery Exceedance Adel Javanmard Andrea Montanari 14 105 0 29 Mar 2016
A Minimax Theory for Adaptive Data Analysis Yu-Xiang Wang Jing Lei S. Fienberg 28 18 0 13 Feb 2016
Statistical Query Algorithms for Mean Vector Estimation and Stochastic Convex Optimization Vitaly Feldman Cristóbal Guzmán Santosh Vempala 27 88 0 30 Dec 2015
How much does your data exploration overfit? Controlling bias via information usage D. Russo James Zou 14 185 0 16 Nov 2015
Generalization in Adaptive Data Analysis and Holdout Reuse Cynthia Dwork Vitaly Feldman Moritz Hardt T. Pitassi Omer Reingold Aaron Roth 16 228 0 08 Jun 2015
Privacy for Free: Posterior Sampling and Stochastic Gradient Monte Carlo Yu-Xiang Wang S. Fienberg Alex Smola 27 248 0 26 Feb 2015
Learning with Differential Privacy: Stability, Learnability and the Sufficiency and Necessity of ERM Principle Yu-Xiang Wang Jing Lei S. Fienberg 33 103 0 23 Feb 2015
The Ladder: A Reliable Leaderboard for Machine Learning Competitions Avrim Blum Moritz Hardt 29 134 0 16 Feb 2015
Interactive Fingerprinting Codes and the Hardness of Preventing False Discovery Thomas Steinke Jonathan R. Ullman 29 108 0 05 Oct 2014
Learning Privately with Labeled and Unlabeled Examples A. Beimel Kobbi Nissim Uri Stemmer 35 23 0 10 Jul 2014