silvia villa
silvia villa
MaLGa Machine Learning Genoa Center - Università degli Studi di Genova
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Titre
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Année
Solving structured sparsity regularization with proximal methods
S Mosci, L Rosasco, M Santoro, A Verri, S Villa
Joint European conference on machine learning and knowledge discovery in …, 2010
198*2010
Accelerated and inexact forward-backward algorithms
S Villa, S Salzo, L Baldassarre, A Verri
SIAM Journal on Optimization 23 (3), 1607-1633, 2013
1582013
Convergence of stochastic proximal gradient algorithm
L Rosasco, S Villa, BC Vũ
arXiv preprint arXiv:1403.5074, 2014
105*2014
Inexact and accelerated proximal point algorithms
S Salzo, S Villa
Journal of Convex analysis 19 (4), 1167-1192, 2012
792012
Nonparametric sparsity and regularization
LA Rosasco, S Villa, S Mosci, M Santoro, A Verri
Association for Computing Machinery (ACM), 2013
762013
Learning with incremental iterative regularization
L Rosasco, S Villa
arXiv preprint arXiv:1405.0042, 2014
742014
A primal-dual algorithm for group sparse regularization with overlapping groups
S Mosci, S Villa, A Verri, L Rosasco
Advances in Neural Information Processing Systems, 2604-2612, 2010
642010
Stochastic forward–backward splitting for monotone inclusions
L Rosasco, S Villa, BC Vũ
Journal of Optimization Theory and Applications 169 (2), 388-406, 2016
40*2016
Proximal methods for the latent group lasso penalty
S Villa, L Rosasco, S Mosci, A Verri
Computational Optimization and Applications 58 (2), 381-407, 2014
342014
A stochastic inertial forward–backward splitting algorithm for multivariate monotone inclusions
L Rosasco, S Villa, BC Vũ
Optimization 65 (6), 1293-1314, 2016
292016
A regularization approach to nonlinear variable selection
L Rosasco, M Santoro, S Mosci, A Verri, S Villa
Proceedings of the Thirteenth International Conference on Artificial …, 2010
292010
Convergence analysis of a proximal Gauss-Newton method
S Salzo, S Villa
Computational Optimization and Applications, 2011
282011
Iterative regularization via dual diagonal descent
G Garrigos, L Rosasco, S Villa
Journal of Mathematical Imaging and Vision 60 (2), 189-215, 2018
242018
Convergence of the forward-backward algorithm: Beyond the worst case with the help of geometry
G Garrigos, L Rosasco, S Villa
arXiv preprint arXiv:1703.09477, 2017
232017
An extension of Mercer theorem to matrix-valued measurable kernels
E De Vito, V Umanità, S Villa
Applied and Computational Harmonic Analysis 34 (3), 339-351, 2013
232013
PADDLE: proximal algorithm for dual dictionaries learning
C Basso, M Santoro, A Verri, S Villa
Artificial Neural Networks and Machine Learning–ICANN 2011, 379-386, 2011
182011
Learning multiple visual tasks while discovering their structure
C Ciliberto, L Rosasco, S Villa
Proceedings of the IEEE Conference on Computer Vision and Pattern …, 2015
172015
Regularized learning schemes in feature Banach spaces
PL Combettes, S Salzo, S Villa
Analysis and Applications 16 (01), 1-54, 2018
16*2018
Don't relax: early stopping for convex regularization
S Matet, L Rosasco, S Villa, BL Vu
arXiv preprint arXiv:1707.05422, 2017
152017
Regularization by early stopping for online learning algorithms
L Rosasco, A Tacchetti, S Villa
stat 1050, 30, 2014
132014
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