 | 2010 |
| 13 |  | Steve Smale,
Lorenzo Rosasco,
Jake V. Bouvrie,
Andrea Caponnetto,
Tomaso Poggio:
Mathematics of the Neural Response.
Foundations of Computational Mathematics 10(1): 67-91 (2010) |
| 2009 |
| 12 |  | Andrea Caponnetto,
Ernesto De Vito,
Massimiliano Pontil:
Entropy conditions for L r -convergence of empirical processes.
Adv. Comput. Math. 30(4): 355-373 (2009) |
| 2008 |
| 11 |  | Andrea Caponnetto,
Charles A. Micchelli,
Massimiliano Pontil,
Yiming Ying:
Universal Multi-Task Kernels.
Journal of Machine Learning Research 9: 1615-1646 (2008) |
| 2007 |
| 10 |  | Andrea Caponnetto,
Ernesto De Vito:
Optimal Rates for the Regularized Least-Squares Algorithm.
Foundations of Computational Mathematics 7(3): 331-368 (2007) |
| 9 |  | Andrea Caponnetto,
Steve Smale:
Risk Bounds for Random Regression Graphs.
Foundations of Computational Mathematics 7(4): 495-528 (2007) |
| 2006 |
| 8 |  | Alexander Rakhlin,
Andrea Caponnetto:
Stability of $K$-Means Clustering.
NIPS 2006: 1121-1128 |
| 7 |  | Andrea Caponnetto,
Alexander Rakhlin:
Stability Properties of Empirical Risk Minimization over Donsker Classes.
Journal of Machine Learning Research 6: 2565-2583 (2006) |
| 2005 |
| 6 |  | Andrea Caponnetto,
Lorenzo Rosasco,
Francesca Odone,
Alessandro Verri:
Support vector algorithms as regularization networks.
ESANN 2005: 595-600 |
| 5 |  | Ernesto De Vito,
Andrea Caponnetto,
Lorenzo Rosasco:
Model Selection for Regularized Least-Squares Algorithm in Learning Theory.
Foundations of Computational Mathematics 5(1): 59-85 (2005) |
| 4 |  | Ernesto De Vito,
Lorenzo Rosasco,
Andrea Caponnetto,
Umberto De Giovannini,
Francesca Odone:
Learning from Examples as an Inverse Problem.
Journal of Machine Learning Research 6: 883-904 (2005) |
| 2004 |
| 3 |  | Lorenzo Rosasco,
Andrea Caponnetto,
Ernesto De Vito,
Francesca Odone,
Umberto De Giovannini:
Learning, Regularization and Ill-Posed Inverse Problems.
NIPS 2004 |
| 2 |  | Ernesto De Vito,
Lorenzo Rosasco,
Andrea Caponnetto,
Michele Piana,
Alessandro Verri:
Some Properties of Regularized Kernel Methods
Journal of Machine Learning Research 5: 1363-1390 (2004) |
| 1 |  | Lorenzo Rosasco,
Ernesto De Vito,
Andrea Caponnetto,
Michele Piana,
Alessandro Verri:
Are Loss Functions All the Same?.
Neural Computation 16(5): 1063-107 (2004) |