Accelerated and inexact forward-backward algorithms. Zbl 1295.90049
Villa, Silvia; Salzo, Saverio; Baldassarre, Luca; Verri, Alessandro |
|
2013
|
Inexact and accelerated proximal point algorithms. Zbl 1283.90030
Salzo, Saverio; Villa, Silvia |
|
2012
|
Nonparametric sparsity and regularization. Zbl 1317.68183
Rosasco, Lorenzo; Villa, Silvia; Mosci, Sofia; Santoro, Matteo; Verri, Alessandro |
|
2013
|
Convergence of stochastic proximal gradient algorithm. Zbl 1465.90101
Rosasco, Lorenzo; Villa, Silvia; Vũ, Bằng Công |
|
2020
|
Stochastic forward-backward splitting for monotone inclusions. Zbl 06586792
Rosasco, Lorenzo; Villa, Silvia; Vũ, Bang Công |
|
2016
|
Regularized learning schemes in feature Banach spaces. Zbl 1378.62015
Combettes, Patrick L.; Salzo, Saverio; Villa, Silvia |
|
2018
|
Iterative regularization via dual diagonal descent. Zbl 1425.94013
Garrigos, Guillaume; Rosasco, Lorenzo; Villa, Silvia |
|
2018
|
Consistent learning by composite proximal thresholding. Zbl 1386.68126
Combettes, Patrick L.; Salzo, Saverio; Villa, Silvia |
|
2018
|
A stochastic inertial forward-backward splitting algorithm for multivariate monotone inclusions. Zbl 06587813
Rosasco, Lorenzo; Villa, Silvia; Vũ, Băng Công |
|
2016
|
Proximal methods for the latent group lasso penalty. Zbl 1305.90388
Villa, Silvia; Rosasco, Lorenzo; Mosci, Sofia; Verri, Alessandro |
|
2014
|
Convergence analysis of a proximal Gauss-Newton method. Zbl 1282.90236
Salzo, Saverio; Villa, Silvia |
|
2012
|
Convergence of the forward-backward algorithm: beyond the worst-case with the help of geometry. Zbl 1512.90166
Garrigos, Guillaume; Rosasco, Lorenzo; Villa, Silvia |
|
2023
|
An extension of Mercer theorem to matrix-valued measurable kernels. Zbl 1283.46018
De Vito, Ernesto; Umanità, Veronica; Villa, Silvia |
|
2013
|
Modified Fejér sequences and applications. Zbl 1427.90267
Lin, Junhong; Rosasco, Lorenzo; Villa, Silvia; Zhou, Ding-Xuan |
|
2018
|
A first-order stochastic primal-dual algorithm with correction step. Zbl 1369.47074
Rosasco, Lorenzo; Villa, Silvia; Vũ, Bang Công |
|
2017
|
On the regularization of sliding modes. Zbl 1143.93010
Levaggi, Laura; Villa, Silvia |
|
2007
|
Thresholding gradient methods in Hilbert spaces: support identification and linear convergence. Zbl 07198291
Garrigos, Guillaume; Rosasco, Lorenzo; Villa, Silvia |
|
2020
|
Parallel random block-coordinate forward-backward algorithm: a unified convergence analysis. Zbl 1487.65068
Salzo, Saverio; Villa, Silvia |
|
2022
|
Zeroth-order optimization with orthogonal random directions. Zbl 1518.90127
Kozak, David; Molinari, Cesare; Rosasco, Lorenzo; Tenorio, Luis; Villa, Silvia |
|
2023
|
A consistent algorithm to solve Lasso, elastic-net and Tikhonov regularization. Zbl 1230.68166
De Vito, Ernesto; Umanità, Veronica; Villa, Silvia |
|
2011
|
Accelerated iterative regularization via dual diagonal descent. Zbl 1461.90093
Calatroni, Luca; Garrigos, Guillaume; Rosasco, Lorenzo; Villa, Silvia |
|
2021
|
Elastic-net regularization: iterative algorithms and asymptotic behavior of solutions. Zbl 1213.47011
Umanità, Veronica; Villa, Silvia |
|
2010
|
Generic well posedness in linear programming. Zbl 1162.49034
Lucchetti, Roberto; Radrizzani, Paola; Villa, Silvia |
|
2008
|
Proximal gradient methods for machine learning and imaging. Zbl 07471339
Salzo, Saverio; Villa, Silvia |
|
2021
|
Implicit regularization with strongly convex bias: stability and acceleration. Zbl 1512.90173
Villa, Silvia; Matet, Simon; Vũ, Bằng Công; Rosasco, Lorenzo |
|
2023
|
A continuous time Bayesian network classifier for intraday FX prediction. Zbl 1402.91818
Villa, S.; Stella, F. |
|
2014
|
Consistency of learning algorithms using Attouch-Wets convergence. Zbl 1236.93157
Villa, S.; Rosasco, L.; Mosci, S.; Verri, A. |
|
2012
|
Convergence of an asynchronous block-coordinate forward-backward algorithm for convex composite optimization. Zbl 1522.90106
Traoré, Cheik; Salzo, Saverio; Villa, Silvia |
|
2023
|
Convergence rates for the heavy-ball continuous dynamics for non-convex optimization, under Polyak-Łojasiewicz condition. Zbl 1504.90098
Apidopoulos, Vassilis; Ginatta, Nicolò; Villa, Silvia |
|
2022
|
Convergence of the forward-backward algorithm: beyond the worst-case with the help of geometry. Zbl 1512.90166
Garrigos, Guillaume; Rosasco, Lorenzo; Villa, Silvia |
|
2023
|
Zeroth-order optimization with orthogonal random directions. Zbl 1518.90127
Kozak, David; Molinari, Cesare; Rosasco, Lorenzo; Tenorio, Luis; Villa, Silvia |
|
2023
|
Implicit regularization with strongly convex bias: stability and acceleration. Zbl 1512.90173
Villa, Silvia; Matet, Simon; Vũ, Bằng Công; Rosasco, Lorenzo |
|
2023
|
Convergence of an asynchronous block-coordinate forward-backward algorithm for convex composite optimization. Zbl 1522.90106
Traoré, Cheik; Salzo, Saverio; Villa, Silvia |
|
2023
|
Parallel random block-coordinate forward-backward algorithm: a unified convergence analysis. Zbl 1487.65068
Salzo, Saverio; Villa, Silvia |
|
2022
|
Convergence rates for the heavy-ball continuous dynamics for non-convex optimization, under Polyak-Łojasiewicz condition. Zbl 1504.90098
Apidopoulos, Vassilis; Ginatta, Nicolò; Villa, Silvia |
|
2022
|
Accelerated iterative regularization via dual diagonal descent. Zbl 1461.90093
Calatroni, Luca; Garrigos, Guillaume; Rosasco, Lorenzo; Villa, Silvia |
|
2021
|
Proximal gradient methods for machine learning and imaging. Zbl 07471339
Salzo, Saverio; Villa, Silvia |
|
2021
|
Convergence of stochastic proximal gradient algorithm. Zbl 1465.90101
Rosasco, Lorenzo; Villa, Silvia; Vũ, Bằng Công |
|
2020
|
Thresholding gradient methods in Hilbert spaces: support identification and linear convergence. Zbl 07198291
Garrigos, Guillaume; Rosasco, Lorenzo; Villa, Silvia |
|
2020
|
Regularized learning schemes in feature Banach spaces. Zbl 1378.62015
Combettes, Patrick L.; Salzo, Saverio; Villa, Silvia |
|
2018
|
Iterative regularization via dual diagonal descent. Zbl 1425.94013
Garrigos, Guillaume; Rosasco, Lorenzo; Villa, Silvia |
|
2018
|
Consistent learning by composite proximal thresholding. Zbl 1386.68126
Combettes, Patrick L.; Salzo, Saverio; Villa, Silvia |
|
2018
|
Modified Fejér sequences and applications. Zbl 1427.90267
Lin, Junhong; Rosasco, Lorenzo; Villa, Silvia; Zhou, Ding-Xuan |
|
2018
|
A first-order stochastic primal-dual algorithm with correction step. Zbl 1369.47074
Rosasco, Lorenzo; Villa, Silvia; Vũ, Bang Công |
|
2017
|
Stochastic forward-backward splitting for monotone inclusions. Zbl 06586792
Rosasco, Lorenzo; Villa, Silvia; Vũ, Bang Công |
|
2016
|
A stochastic inertial forward-backward splitting algorithm for multivariate monotone inclusions. Zbl 06587813
Rosasco, Lorenzo; Villa, Silvia; Vũ, Băng Công |
|
2016
|
Proximal methods for the latent group lasso penalty. Zbl 1305.90388
Villa, Silvia; Rosasco, Lorenzo; Mosci, Sofia; Verri, Alessandro |
|
2014
|
A continuous time Bayesian network classifier for intraday FX prediction. Zbl 1402.91818
Villa, S.; Stella, F. |
|
2014
|
Accelerated and inexact forward-backward algorithms. Zbl 1295.90049
Villa, Silvia; Salzo, Saverio; Baldassarre, Luca; Verri, Alessandro |
|
2013
|
Nonparametric sparsity and regularization. Zbl 1317.68183
Rosasco, Lorenzo; Villa, Silvia; Mosci, Sofia; Santoro, Matteo; Verri, Alessandro |
|
2013
|
An extension of Mercer theorem to matrix-valued measurable kernels. Zbl 1283.46018
De Vito, Ernesto; Umanità, Veronica; Villa, Silvia |
|
2013
|
Inexact and accelerated proximal point algorithms. Zbl 1283.90030
Salzo, Saverio; Villa, Silvia |
|
2012
|
Convergence analysis of a proximal Gauss-Newton method. Zbl 1282.90236
Salzo, Saverio; Villa, Silvia |
|
2012
|
Consistency of learning algorithms using Attouch-Wets convergence. Zbl 1236.93157
Villa, S.; Rosasco, L.; Mosci, S.; Verri, A. |
|
2012
|
A consistent algorithm to solve Lasso, elastic-net and Tikhonov regularization. Zbl 1230.68166
De Vito, Ernesto; Umanità, Veronica; Villa, Silvia |
|
2011
|
Elastic-net regularization: iterative algorithms and asymptotic behavior of solutions. Zbl 1213.47011
Umanità, Veronica; Villa, Silvia |
|
2010
|
Generic well posedness in linear programming. Zbl 1162.49034
Lucchetti, Roberto; Radrizzani, Paola; Villa, Silvia |
|
2008
|
On the regularization of sliding modes. Zbl 1143.93010
Levaggi, Laura; Villa, Silvia |
|
2007
|