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ORCIDSilvia Villa
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2020 – today
- 2020
[i9]Cesare Molinari, Mathurin Massias, Lorenzo Rosasco, Silvia Villa:
Implicit regularization for convex regularizers. CoRR abs/2006.09859 (2020)
2010 – 2019
- 2018
- [j11]Junhong Lin, Lorenzo Rosasco, Silvia Villa
, Ding-Xuan Zhou:
Modified Fejér sequences and applications. Comput. Optim. Appl. 71(1): 95-113 (2018) - [j10]Guillaume Garrigos, Lorenzo Rosasco, Silvia Villa:
Iterative Regularization via Dual Diagonal Descent. J. Math. Imaging Vis. 60(2): 189-215 (2018) - [j9]Patrick L. Combettes, Saverio Salzo, Silvia Villa:
Consistent learning by composite proximal thresholding. Math. Program. 167(1): 99-127 (2018) - [c9]Guillaume Garrigos, Lorenzo Rosasco, Silvia Villa:
Sparse Multiple Kernel Learning: Support Identification via Mirror Stratifiability. EUSIPCO 2018: 1077-1081 - 2017
- [i8]Simon Matet, Lorenzo Rosasco, Silvia Villa, Bang Long Vu:
Don't relax: early stopping for convex regularization. CoRR abs/1707.05422 (2017) - 2016
- [j8]Lorenzo Rosasco, Silvia Villa, Bang Công Vu:
Stochastic Forward-Backward Splitting for Monotone Inclusions. J. Optim. Theory Appl. 169(2): 388-406 (2016) - [c8]Andreas Themelis, Silvia Villa, Panagiotis Patrinos, Alberto Bemporad:
Stochastic gradient methods for stochastic model predictive control. ECC 2016: 154-159 - 2015
- [c7]Carlo Ciliberto, Lorenzo Rosasco, Silvia Villa:
Learning multiple visual tasks while discovering their structure. CVPR 2015: 131-139 - [c6]Lorenzo Rosasco, Silvia Villa:
Learning with Incremental Iterative Regularization. NIPS 2015: 1630-1638 - [i7]Carlo Ciliberto, Lorenzo Rosasco, Silvia Villa:
Learning Multiple Visual Tasks while Discovering their Structure. CoRR abs/1504.03106 (2015) - 2014
- [j7]Silvia Villa, Lorenzo Rosasco, Sofia Mosci, Alessandro Verri:
Proximal methods for the latent group lasso penalty. Comput. Optim. Appl. 58(2): 381-407 (2014) - [i6]Lorenzo Rosasco, Andrea Tacchetti, Silvia Villa:
Regularization by Early Stopping for Online Learning Algorithms. CoRR abs/1405.0042 (2014) - 2013
- [j6]Lorenzo Rosasco, Silvia Villa, Sofia Mosci, Matteo Santoro, Alessandro Verri:
Nonparametric sparsity and regularization. J. Mach. Learn. Res. 14(1): 1665-1714 (2013) - [j5]Silvia Villa, Saverio Salzo, Luca Baldassarre, Alessandro Verri:
Accelerated and Inexact Forward-Backward Algorithms. SIAM J. Optim. 23(3): 1607-1633 (2013) - [c5]Silvia Villa, Lorenzo Rosasco, Tomaso A. Poggio:
On Learnability, Complexity and Stability. Empirical Inference 2013: 59-69 - [i5]Silvia Villa, Lorenzo Rosasco, Tomaso A. Poggio:
On Learnability, Complexity and Stability. CoRR abs/1303.5976 (2013) - 2012
- [j4]Saverio Salzo, Silvia Villa:
Convergence analysis of a proximal Gauss-Newton method. Comput. Optim. Appl. 53(2): 557-589 (2012) - [i4]Lorenzo Rosasco, Silvia Villa, Sofia Mosci, Matteo Santoro, Alessandro Verri:
Nonparametric sparsity and regularization. CoRR abs/1208.2572 (2012) - [i3]Silvia Villa, Lorenzo Rosasco, Sofia Mosci, Alessandro Verri:
Proximal methods for the latent group lasso penalty. CoRR abs/1209.0368 (2012) - 2011
- [j3]Ernesto De Vito, Veronica Umanità, Silvia Villa:
A consistent algorithm to solve Lasso, elastic-net and Tikhonov regularization. J. Complex. 27(2): 188-200 (2011) - [c4]Curzio Basso, Matteo Santoro, Alessandro Verri, Silvia Villa:
PADDLE: Proximal Algorithm for Dual Dictionaries LEarning. ICANN (1) 2011: 379-386 - [i2]Saverio Salzo, Silvia Villa:
Convergence analysis of a proximal Gauss-Newton method. CoRR abs/1103.0414 (2011) - 2010
- [c3]Sofia Mosci, Silvia Villa, Alessandro Verri, Lorenzo Rosasco:
A Primal-Dual Algorithm for Group Sparse Regularization with Overlapping Groups. NIPS 2010: 2604-2612 - [c2]Sofia Mosci, Lorenzo Rosasco, Matteo Santoro, Alessandro Verri, Silvia Villa:
Solving Structured Sparsity Regularization with Proximal Methods. ECML/PKDD (2) 2010: 418-433 - [c1]Lorenzo Rosasco, Matteo Santoro, Sofia Mosci, Alessandro Verri, Silvia Villa:
A Regularization Approach to Nonlinear Variable Selection. AISTATS 2010: 653-660 - [i1]Curzio Basso, Matteo Santoro, Alessandro Verri, Silvia Villa:
PADDLE: Proximal Algorithm for Dual Dictionaries LEarning. CoRR abs/1011.3728 (2010)
2000 – 2009
- 2007
- [j2]Laura Levaggi, Silvia Villa:
On the Regularization of Sliding Modes. SIAM J. Optim. 18(3): 878-894 (2007) - 2004
- [j1]Silvia Villa:
Well-posedness of Nonconvex Integral Functionals. SIAM J. Control. Optim. 43(4): 1298-1312 (2004)
Coauthor Index
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