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MaLGa Machine Learning Genoa Center - Università degli Studi di Genova
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Titel
Zitiert von
Zitiert von
Jahr
Solving structured sparsity regularization with proximal methods
S Mosci, L Rosasco, M Santoro, A Verri, S Villa
Machine Learning and Knowledge Discovery in Databases: European Conference …, 2010
223*2010
Accelerated and inexact forward-backward algorithms
S Villa, S Salzo, L Baldassarre, A Verri
SIAM Journal on Optimization 23 (3), 1607-1633, 2013
2182013
Convergence of stochastic proximal gradient algorithm
L Rosasco, S Villa, BC Vũ
Applied Mathematics & Optimization 82, 891-917, 2020
1602020
Inexact and accelerated proximal point algorithms
S Salzo, S Villa
Journal of Convex analysis 19 (4), 1167-1192, 2012
1272012
Nonparametric sparsity and regularization
LA Rosasco, S Villa, S Mosci, M Santoro, A Verri
Association for Computing Machinery (ACM), 2013
1012013
Learning with incremental iterative regularization
L Rosasco, S Villa
Advances in neural information processing systems 28, 2015
922015
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 23, 2010
662010
Stochastic forward–backward splitting for monotone inclusions
L Rosasco, S Villa, BC Vũ
Journal of Optimization Theory and Applications 169, 388-406, 2016
55*2016
Air pollution is associated to the multiple sclerosis inflammatory activity as measured by brain MRI
R Bergamaschi, A Cortese, A Pichiecchio, FG Berzolari, P Borrelli, ...
Multiple Sclerosis Journal 24 (12), 1578-1584, 2018
542018
Convergence of the forward-backward algorithm: beyond the worst-case with the help of geometry
G Garrigos, L Rosasco, S Villa
Mathematical Programming 198 (1), 937-996, 2023
482023
Proximal methods for the latent group lasso penalty
S Villa, L Rosasco, S Mosci, A Verri
Computational Optimization and Applications 58, 381-407, 2014
412014
A stochastic inertial forward–backward splitting algorithm for multivariate monotone inclusions
L Rosasco, S Villa, BC Vũ
Optimization 65 (6), 1293-1314, 2016
362016
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
362013
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
362010
Air pollution as a contributor to the inflammatory activity of multiple sclerosis
A Cortese, L Lova, P Comoli, E Volpe, S Villa, G Mallucci, S La Salvia, ...
Journal of neuroinflammation 17, 1-7, 2020
352020
Iterative regularization via dual diagonal descent
G Garrigos, L Rosasco, S Villa
Journal of Mathematical Imaging and Vision 60, 189-215, 2018
322018
Convergence analysis of a proximal Gauss-Newton method
S Salzo, S Villa
Computational Optimization and Applications, 2011
302011
Regularized learning schemes in feature Banach spaces
PL Combettes, S Salzo, S Villa
Analysis and Applications 16 (01), 1-54, 2018
24*2018
Don't relax: early stopping for convex regularization
S Matet, L Rosasco, S Villa, BL Vu
arXiv preprint arXiv:1707.05422, 2017
222017
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
202015
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