Aurélien Bellet
Aurélien Bellet
Research scientist at INRIA
Adresse e-mail validée de inria.fr - Page d'accueil
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A Survey on Metric Learning for Feature Vectors and Structured Data
A Bellet, A Habrard, M Sebban
arXiv preprint arXiv:1306.6709, 2013
5782013
Advances and Open Problems in Federated Learning
P Kairouz, HB McMahan, B Avent, A Bellet, M Bennis, AN Bhagoji, ...
arXiv preprint arXiv:1912.04977, 2019
1822019
Metric Learning
A Bellet, A Habrard, M Sebban
Morgan & Claypool Publishers, 2015
1382015
Sparse Compositional Metric Learning
Y Shi, A Bellet, F Sha
AAAI 2014, 2078-2084, 2014
722014
Similarity Learning for Provably Accurate Sparse Linear Classification
A Bellet, A Habrard, M Sebban
ICML 2012, 1871-1878, 2012
602012
Robustness and generalization for metric learning
A Bellet, A Habrard
Neurocomputing 151, 259-267, 2015
562015
How to Scale Up Kernel Methods to Be As Good As Deep Neural Nets
Z Lu, A May, K Liu, AB Garakani, D Guo, A Bellet, L Fan, M Collins, ...
arXiv preprint arXiv:1411.4000, 2014
562014
Decentralized Collaborative Learning of Personalized Models over Networks
P Vanhaesebrouck, A Bellet, M Tommasi
AISTATS 2017, 2017
492017
Gossip Dual Averaging for Decentralized Optimization of Pairwise Functions
I Colin, A Bellet, J Salmon, S Clémençon
ICML 2016, 2016
432016
Good edit similarity learning by loss minimization
A Bellet, A Habrard, M Sebban
Machine learning 89 (1-2), 5-35, 2012
432012
Personalized and Private Peer-to-Peer Machine Learning
A Bellet, R Guerraoui, M Taziki, M Tommasi
AISTATS 2018, 2018
38*2018
A Distributed Frank-Wolfe Algorithm for Communication-Efficient Sparse Learning
A Bellet, Y Liang, A Bagheri Garakani, MF Balcan, F Sha
SDM 2015, 2015
33*2015
Similarity Learning for High-Dimensional Sparse Data
K Liu, A Bellet, F Sha
AISTATS 2015, 653-662, 2015
292015
Scaling-up Empirical Risk Minimization: Optimization of Incomplete U-statistics
S Clémençon, I Colin, A Bellet
Journal of Machine Learning Research 17 (76), 1-36, 2016
232016
Kernel Approximation Methods for Speech Recognition
A May, AB Garakani, Z Lu, D Guo, K Liu, A Bellet, L Fan, M Collins, D Hsu, ...
Journal of Machine Learning Research 20 (59), 1-36, 2019
22*2019
Privacy-Preserving Adversarial Representation Learning in ASR: Reality or Illusion?
BML Srivastava, A Bellet, M Tommasi, E Vincent
Interspeech 2019, 2019
142019
Learning good edit similarities with generalization guarantees
A Bellet, A Habrard, M Sebban
ECML PKDD 2011, 188-203, 2011
142011
Supervised Metric Learning with Generalization Guarantees
A Bellet
PhD thesis, University of Saint-Etienne, 2012
132012
A Comparison between Deep Neural Nets and Kernel Acoustic Models for Speech Recognition
Z Lu, D Guo, AB Garakani, K Liu, A May, A Bellet, L Fan, M Collins, ...
ICASSP 2016, 2016
112016
Extending Gossip Algorithms to Distributed Estimation of U-statistics
I Colin, A Bellet, J Salmon, S Clémençon
NIPS 2015, 2015
112015
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