Stochastic Forward-Backward Splitting for Monotone Inclusions

by Villa, Silvia, Vũ, Bang Công, Rosasco, Lorenzo Andrea
Published 2016

Learning manifolds with k-means and k-flats

by Canas, Guillermo D., Poggio, Tomaso A., Rosasco, Lorenzo Andrea
Published 2014

On invariance in hierarchical models

by Bouvrie, Jacob Vincent, Rosasco, Lorenzo Andrea, Poggio, Tomaso A.
Published 2014

Proximal methods for the latent group lasso penalty

by Villa, Silvia, Rosasco, Lorenzo Andrea, Mosci, Sofia, Verri, Alessandro
Published 2016

Elastic-net regularization in learning theory

by De Mol, Christine, De Vito, Ernesto, Rosasco, Lorenzo Andrea
Published 2015

Nonparametric Sparsity and Regularization

by Rosasco, Lorenzo Andrea, Villa, Silvia, Mosci, Sofia, Santoro, Matteo, Verri, Alessandro
Published 2013

Mathematics of the Neural Response

by Bouvrie, Jacob Vincent, Rosasco, Lorenzo Andrea, Poggio, Tomaso A., Smale, S., Caponnetto, A.
Published 2013

Multiclass learning with simplex coding

by Mroueh, Youssef, Poggio, Tomaso A., Rosasco, Lorenzo Andrea, Slotine, Jean-Jacques E.
Published 2014

A deep representation for invariance and music classification

by Zhang, Chiyuan, Evangelopoulos, Georgios, Voinea, Stephen Constantin, Rosasco, Lorenzo Andrea, Poggio, Tomaso A.
Published 2016

The l[subscript 1]-l[subscript 2] regularization framework unmasks the hypoxia signature hidden in the transcriptome of a set of heterogeneous neuroblastoma cell lines

by Varesio, Luigi, Verri, Alessandro, Mosci, Sofia, Barla, Annalisa, Fardin, Paolo, Rosasco, Lorenzo Andrea
Published 2010

Identification of Multiple Hypoxia Signatures in Neuroblastoma Cell Lines by l(1)-l(2) Regularization and Data Reduction

by Rosasco, Lorenzo Andrea, Fardin, Paolo, Cornero, Andrea, Barla, Annalisa, Mosci, Sofia, Acquaviva, Massimo, Gambini, Claudio, Verri, Alessandro, Varesio, Luigi
Published 2011

A biology-driven approach identifies the hypoxia gene signature as a predictor of the outcome of neuroblastoma patients

by Fardin, Paolo, Barla, Annalisa, Mosci, Sofia, Rosasco, Lorenzo Andrea, Verri, Alessandro, Versteeg, Rogier, Caron, Huib N., Molenaar, Jan J., Ora, Ingrid, Eva, Alessandra, Puppo, Maura, Varesio, Luigi
Published 2012