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PAC-Bayesian Estimation and Prediction in Sparse Additive Models

6 August 2012

Papers citing "PAC-Bayesian Estimation and Prediction in Sparse Additive Models"

31 / 31 papers shown

Title
Optimal sparse phase retrieval via a quasi-Bayesian approach Tien Mai 126 1 0 13 Apr 2025
Sparse Nonparametric Contextual Bandits Hamish Flynn Julia Olkhovskaya Paul Rognon-Vael 195 0 0 20 Mar 2025
High-dimensional prediction for count response via sparse exponential weights The Tien Mai 129 0 0 20 Oct 2024
The surrogate Gibbs-posterior of a corrected stochastic MALA: Towards uncertainty quantification for neural networks S. Bieringer Gregor Kasieczka Maximilian F. Steffen Mathias Trabs 142 0 0 13 Oct 2023
More PAC-Bayes bounds: From bounded losses, to losses with general tail behaviors, to anytime validity Borja Rodríguez Gálvez Ragnar Thobaben Mikael Skoglund 242 12 0 21 Jun 2023
A unified recipe for deriving (time-uniform) PAC-Bayes bounds Ben Chugg Hongjian Wang Aaditya Ramdas 244 30 0 07 Feb 2023
PAC-Bayes Generalisation Bounds for Heavy-Tailed Losses through Supermartingales Maxime Haddouche Benjamin Guedj 163 23 0 03 Oct 2022
Generalisation under gradient descent via deterministic PAC-Bayes Eugenio Clerico Tyler Farghly George Deligiannidis Benjamin Guedj Arnaud Doucet 232 6 0 06 Sep 2022
Online PAC-Bayes Learning Maxime Haddouche Benjamin Guedj 165 25 0 31 May 2022
On PAC-Bayesian reconstruction guarantees for VAEs Badr-Eddine Chérief-Abdellatif Yuyang Shi Arnaud Doucet Benjamin Guedj DRL 136 20 0 23 Feb 2022
Conditionally Gaussian PAC-Bayes Eugenio Clerico George Deligiannidis Arnaud Doucet 128 11 0 22 Oct 2021
User-friendly introduction to PAC-Bayes bounds Pierre Alquier FedML 268 230 0 21 Oct 2021
On Margins and Derandomisation in PAC-Bayes Felix Biggs Benjamin Guedj 136 21 0 08 Jul 2021
De-randomized PAC-Bayes Margin Bounds: Applications to Non-convex and Non-smooth Predictors A. Banerjee Tiancong Chen Yingxue Zhou BDL 147 9 0 23 Feb 2020
Meta-Learning PAC-Bayes Priors in Model Averaging Yimin Huang Weiran Huang Liang-Sheng Li Zhenguo Li UD 63 8 0 24 Dec 2019
A Primer on PAC-Bayesian Learning Benjamin Guedj 318 225 0 16 Jan 2019
Sharp Oracle Inequalities for Low-complexity Priors Tung Duy Luu Jalal Fadili C. Chesneau 114 7 0 10 Feb 2017
On the Exponentially Weighted Aggregate with the Laplace Prior A. Dalalyan Edwin Grappin Q. Paris 116 20 0 25 Nov 2016
$Bayesian fractional posteriors$ Bayesian fractional posteriors A. Bhattacharya D. Pati Yun Yang 214 113 0 03 Nov 2016
Simpler PAC-Bayesian Bounds for Hostile Data Pierre Alquier Benjamin Guedj 211 76 0 23 Oct 2016
A Quasi-Bayesian Perspective to Online Clustering Le Li Benjamin Guedj S. Loustau 97 1 0 01 Feb 2016
An Oracle Inequality for Quasi-Bayesian Non-Negative Matrix Factorization Pierre Alquier Benjamin Guedj 220 17 0 06 Jan 2016
PAC-Bayesian High Dimensional Bipartite Ranking Benjamin Guedj Sylvain Robbiano 151 12 0 09 Nov 2015
On the properties of variational approximations of Gibbs posteriors Pierre Alquier James Ridgway Nicolas Chopin 232 269 0 12 Jun 2015
The Knowledge Gradient Policy Using A Sparse Additive Belief Model Yan Li Han Liu Warrren B Powell BDL 123 3 0 18 Mar 2015
PAC-Bayesian aggregation of affine estimators Lucie Montuelle E. L. Pennec 195 1 0 02 Oct 2014
Bayesian matrix completion: prior specification Pierre Alquier V. Cottet Nicolas Chopin Judith Rousseau 159 18 0 05 Jun 2014
On Oracle Property and Asymptotic Validity of Bayesian Generalized Method of Moments Cheng Li Wenxin Jiang 181 15 0 26 May 2014
Minimax Optimal Bayesian Aggregation Yun Yang David B. Dunson 202 13 0 06 Mar 2014
Sparse additive regression on a regular lattice F. Abramovich Tal Lahav 158 6 0 23 Jul 2013
COBRA: A Combined Regression Strategy Gérard Biau A. Fischer Benjamin Guedj J. Malley 213 39 0 09 Mar 2013