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Lorenzo RosascoMaLGa Machine Learning Genoa Center - Università degli Studi di GenovaVerified email at unige.it
alessandro verriprofessor of computer science, dibris, università degli studi di genovaVerified email at unige.it
Saverio SalzoAssistant Professor, Sapienza University of Rome, ItalyVerified email at diag.uniroma1.it
Matteo SantoroCamelot Biomedical Systems SrlVerified email at camelotbio.com
Bang Cong Vu3NLab, BeRC, Leuven, BelgiumVerified email at qplox.com
Guillaume GarrigosUniversité Paris CitéVerified email at lpsm.paris
Luca BaldassarreLead Data Scientist, Swiss ReVerified email at swissre.com
Cesare MolinariUniversità di GenovaVerified email at edu.unige.it
Ernesto De VitoMaLGa Machine Learning Genoa Center - Università di GenovaVerified email at unige.it
Curzio BassoCAMELOT Biomedical Systems SrlVerified email at camelotbio.com
Fioravante PatroneASD Scuderia La BellariaVerified email at fioravante.patrone.name
Panagiotis (Panos) PatrinosAssociate Professor, KU LeuvenVerified email at esat.kuleuven.be
Carlo CilibertoUniversity College LondonVerified email at ucl.ac.uk
TOMASO POGGIOMcDermott Professor in Brain Sciences, MITVerified email at ai.mit.edu
Vito FragnelliProfessor of Game Theory, University of Eastern PiedmontVerified email at mfn.unipmn.it
Marco BeccutiUniv. degli studi di TorinoVerified email at di.unito.it
Andreas ThemelisKyushu UniversityVerified email at m.kyushu-u.ac.jp
Alberto BemporadProfessor of Control Systems, IMT Lucca, ItalyVerified email at imtlucca.it
Junhong LinZhejiang UniversityVerified email at zju.edu.cn

silvia villa

MaLGa Machine Learning Genoa Center - Università degli Studi di Genova

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optimization convex analysis machine learning game theory


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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	216*	2010
Accelerated and inexact forward-backward algorithms S Villa, S Salzo, L Baldassarre, A Verri SIAM Journal on Optimization 23 (3), 1607-1633, 2013	195	2013
Convergence of stochastic proximal gradient algorithm L Rosasco, S Villa, BC Vũ arXiv preprint arXiv:1403.5074, 2014	146*	2014
Inexact and accelerated proximal point algorithms S Salzo, S Villa Journal of Convex analysis 19 (4), 1167-1192, 2012	106	2012
Learning with incremental iterative regularization L Rosasco, S Villa Advances in Neural Information Processing Systems 28, 2015	87	2015
Nonparametric sparsity and regularization LA Rosasco, S Villa, S Mosci, M Santoro, A Verri Association for Computing Machinery (ACM), 2013	86	2013
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	66	2010
Stochastic forward–backward splitting for monotone inclusions L Rosasco, S Villa, BC Vũ Journal of Optimization Theory and Applications 169, 388-406, 2016	51*	2016
Proximal methods for the latent group lasso penalty S Villa, L Rosasco, S Mosci, A Verri Computational Optimization and Applications 58, 381-407, 2014	41	2014
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	37	2023
A stochastic inertial forward–backward splitting algorithm for multivariate monotone inclusions L Rosasco, S Villa, BC Vũ Optimization 65 (6), 1293-1314, 2016	34	2016
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	33	2010
Convergence analysis of a proximal Gauss-Newton method S Salzo, S Villa Computational Optimization and Applications, 2011	32	2011
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	31	2013
Iterative regularization via dual diagonal descent G Garrigos, L Rosasco, S Villa Journal of Mathematical Imaging and Vision 60, 189-215, 2018	29	2018
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	21	2017
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	18	2015
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	18	2011
A first-order stochastic primal-dual algorithm with correction step L Rosasco, S Villa, BC Vũ Numerical Functional Analysis and Optimization 38 (5), 602-626, 2017	16	2017

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