Lorenzo Rosasco
Lorenzo Rosasco
Unige-IIT-MIT
Verified email at mit.edu - Homepage
TitleCited byYear
On early stopping in gradient descent learning
Y Yao, L Rosasco, A Caponnetto
Constructive Approximation 26 (2), 289-315, 2007
3482007
Kernels for vector-valued functions: A review
MA Alvarez, L Rosasco, ND Lawrence
Foundations and Trends« in Machine Learning 4 (3), 195-266, 2012
3352012
Holographic embeddings of knowledge graphs
M Nickel, L Rosasco, T Poggio
Thirtieth Aaai conference on artificial intelligence, 2016
2972016
Are loss functions all the same?
L Rosasco, ED Vito, A Caponnetto, M Piana, A Verri
Neural Computation 16 (5), 1063-1076, 2004
2532004
On regularization algorithms in learning theory
F Bauer, S Pereverzev, L Rosasco
Journal of complexity 23 (1), 52-72, 2007
1822007
Elastic-net regularization in learning theory
C De Mol, E De Vito, L Rosasco
Journal of Complexity 25 (2), 201-230, 2009
1782009
Model selection for regularized least-squares algorithm in learning theory
E De Vito, A Caponnetto, L Rosasco
Foundations of Computational Mathematics 5 (1), 59-85, 2005
1742005
Iterative projection methods for structured sparsity regularization
L Rosasco, A Verri, M Santoro, S Mosci, S Villa
156*2009
Learning from examples as an inverse problem
ED Vito, L Rosasco, A Caponnetto, UD Giovannini, F Odone
Journal of Machine Learning Research 6 (May), 883-904, 2005
1562005
Why and when can deep-but not shallow-networks avoid the curse of dimensionality: a review
T Poggio, H Mhaskar, L Rosasco, B Miranda, Q Liao
International Journal of Automation and Computing 14 (5), 503-519, 2017
1452017
On learning with integral operators
L Rosasco, M Belkin, ED Vito
Journal of Machine Learning Research 11 (Feb), 905-934, 2010
1342010
Spectral algorithms for supervised learning
LL Gerfo, L Rosasco, F Odone, ED Vito, A Verri
Neural Computation 20 (7), 1873-1897, 2008
1072008
Less is more: Nystr÷m computational regularization
A Rudi, R Camoriano, L Rosasco
Advances in Neural Information Processing Systems, 1657-1665, 2015
942015
Some properties of regularized kernel methods
ED Vito, L Rosasco, A Caponnetto, M Piana, A Verri
Journal of Machine Learning Research 5 (Oct), 1363-1390, 2004
912004
Generalization properties of learning with random features
A Rudi, L Rosasco
Advances in Neural Information Processing Systems, 3215-3225, 2017
782017
Convergence of stochastic proximal gradient algorithm
L Rosasco, S Villa, BC Vũ
arXiv preprint arXiv:1403.5074, 2014
762014
A biology-driven approach identifies the hypoxia gene signature as a predictor of the outcome of neuroblastoma patients
P Fardin, A Barla, S Mosci, L Rosasco, A Verri, R Versteeg, HN Caron, ...
Molecular cancer 9 (1), 185, 2010
712010
Unsupervised learning of invariant representations
F Anselmi, JZ Leibo, L Rosasco, J Mutch, A Tacchetti, T Poggio
Theoretical Computer Science 633, 112-121, 2016
68*2016
Unsupervised learning of invariant representations in hierarchical architectures
F Anselmi, JZ Leibo, L Rosasco, J Mutch, A Tacchetti, T Poggio
arXiv preprint arXiv:1311.4158, 2013
662013
Mathematics of the neural response
S Smale, L Rosasco, J Bouvrie, A Caponnetto, T Poggio
Foundations of Computational Mathematics 10 (1), 67-91, 2010
622010
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Articles 1–20