Benjamin Guedj
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A Primer on PAC-Bayesian Learning
B Guedj, J Shawe-Taylor
ICML 2019, 2019
522019
COBRA: A combined regression strategy
G Biau, A Fischer, B Guedj, JD Malley
Journal of Multivariate Analysis 146, 18-28, 2016
50*2016
PAC-Bayesian Estimation and Prediction in Sparse Additive Models
B Guedj, P Alquier
Electronic Journal of Statistics 7, 264-291, 2013
482013
Estimating the location and shape of hybrid zones
B Guedj, G Guillot
Molecular Ecology Resources 11 (6), 1119-1123, 2011
372011
Simpler PAC-Bayesian bounds for hostile data
P Alquier, B Guedj
Machine Learning 107 (5), 887-902, 2018
292018
Attributing and referencing (research) software: Best practices and outlook from inria
P Alliez, R Di Cosmo, B Guedj, A Girault, MS Hacid, A Legrand, N Rougier
Computing in Science & Engineering 22 (1), 39-52, 2019
172019
A quasi-Bayesian perspective to online clustering
L Li, B Guedj, S Loustau
Electronic journal of statistics 12 (2), 3071-3113, 2018
13*2018
An oracle inequality for quasi-Bayesian nonnegative matrix factorization
P Alquier, B Guedj
Mathematical Methods of Statistics 26 (1), 55-67, 2017
132017
Stability revisited: new generalisation bounds for the leave-one-out
A Celisse, B Guedj
arXiv preprint arXiv:1608.06412, 2016
132016
Dichotomize and generalize: PAC-Bayesian binary activated deep neural networks
G Letarte, P Germain, B Guedj, F Laviolette
arXiv preprint arXiv:1905.10259, 2019
92019
PAC-Bayes Un-Expected Bernstein Inequality
Z Mhammedi, PD Grunwald, B Guedj
arXiv preprint arXiv:1905.13367, 2019
72019
Pycobra: A python toolbox for ensemble learning and visualisation
B Guedj, BS Desikan
Journal of Machine Learning Research 18 (190), 1-5, 2018
72018
PAC-Bayesian high dimensional bipartite ranking
B Guedj, S Robbiano
Journal of Statistical Planning and Inference 196, 70-86, 2018
62018
COBRA: COmBined Regression Alternative
B Guedj
R package version 0.99 4, 2013
62013
Agrégation d'estimateurs et de classificateurs: théorie et méthodes
B Guedj
Paris 6, 2013
6*2013
Online k-means clustering
V Cohen-Addad, B Guedj, V Kanade, G Rom
International Conference on Artificial Intelligence and Statistics, 1126-1134, 2021
52021
Pac-bayesian bound for the conditional value at risk
Z Mhammedi, B Guedj, RC Williamson
arXiv preprint arXiv:2006.14763, 2020
52020
Still no free lunches: the price to pay for tighter PAC-Bayes bounds
B Guedj, L Pujol
arXiv preprint arXiv:1910.04460, 2019
52019
Perturbed model validation: A new framework to validate model relevance
J Zhang, E Barr, B Guedj, M Harman, J Shawe-Taylor
52019
On some recent advances on high dimensional Bayesian statistics
N Chopin, S Gadat, B Guedj, A Guyader, E Vernet
ESAIM: Proceedings and Surveys 51, 293-319, 2015
52015
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