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Pierre Alquier
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On the properties of variational approximations of Gibbs posteriors
P Alquier, J Ridgway, N Chopin
Journal of Machine Learning Research 17 (239), 1-41, 2016
2952016
User-friendly introduction to PAC-Bayes bounds
P Alquier
Foundations and Trends® in Machine Learning 17 (2), 174-303, 2024
2502024
Noisy Monte Carlo: Convergence of Markov chains with approximate transition kernels
P Alquier, N Friel, R Everitt, A Boland
Statistics and Computing 26 (1), 29-47, 2016
1762016
Concentration of tempered posteriors and of their variational approximations
P Alquier, J Ridgway
The Annals of Statistics 48 (3), 1475-1497, 2020
1582020
Sparse single-index model
P Alquier, G Biau
Journal of Machine Learning Research 14 (Jan), 243-280, 2013
1182013
PAC-Bayesian bounds for sparse regression estimation with exponential weights
P Alquier, K Lounici
Electronic Journal of Statistics 5, 127-145, 2011
912011
A Theoretical Analysis of Catastrophic Forgetting through the NTK Overlap Matrix
T Doan, M Bennani, B Mazoure, G Rabusseau, P Alquier
24th International Conference on Artificial Intelligence and Statistics …, 2021
902021
Simpler PAC-Bayesian bounds for hostile data
P Alquier, B Guedj
Machine Learning 107 (5), 887–902, 2018
892018
Model selection for weakly dependent time series forecasting
P Alquier, O Wintenberger
Bernoulli 18 (3), 883-913, 2012
892012
Regret bounds for lifelong learning
P Alquier, TT Mai, M Pontil
20th International Conference on Artificial Intelligence and Statistics, 261-269, 2017
852017
Estimation bounds and sharp oracle inequalities of regularized procedures with Lipschitz loss functions
P Alquier, V Cottet, G Lecué
The Annals of Statistics 47 (4), 2117-2144, 2019
802019
MMD-Bayes: Robust Bayesian Estimation via Maximum Mean Discrepancy
BE Chérief-Abdellatif, P Alquier
2nd Symposium on Advances in Approximate Bayesian Inference, 1-21, 2020
782020
PAC-Bayesian bounds for randomized empirical risk minimizers
P Alquier
Mathematical Methods of Statistics 17, 279-304, 2008
762008
Consistency of Variational Bayes Inference for Estimation and Model Selection in Mixtures
BE Chérief-Abdellatif, P Alquier
Electronic Journal of Statistics 12 (2), 2995-3035, 2018
692018
PAC-Bayesian Estimation and Prediction in Sparse Additive Models
B Guedj, P Alquier
Electronic Journal of Statistics 7, 264-291, 2013
672013
A Bayesian Approach for Noisy Matrix Completion: Optimal Rate under General Sampling Distribution
TT Mai, P Alquier
Electronic Journal of Statistics 9, 823-841, 2015
572015
Prediction of time series by statistical learning: general losses and fast rates
P Alquier, X Li, O Wintenberger
Dependence Modeling 1, 65-93, 2013
532013
Finite sample properties of parametric MMD estimation: robustness to misspecification and dependence
BE Chérief-Abdellatif, P Alquier
Bernoulli 28 (1), 181-213, 2022
512022
1-Bit matrix completion: PAC-Bayesian analysis of a variational approximation
V Cottet, P Alquier
Machine Learning 107 (3), 579-603, 2018
402018
Bayesian methods for low-rank matrix estimation: short survey and theoretical study
P Alquier
24th International Conference on Algorithmic Learning Theory, 309-323, 2013
362013
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