Andrea Caponnetto

According to our database, Andrea Caponnetto authored at least 14 papers between 2002 and 2010.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2010

Mathematics of the Neural Response.

Steve Smale, Lorenzo Rosasco, Jake V. Bouvrie, Andrea Caponnetto, Tomaso A. Poggio

Found. Comput. Math., 2010

2009

Entropy conditions for <i>L</i> _<i>r</i>-convergence of empirical processes.

Andrea Caponnetto, Ernesto De Vito, Massimiliano Pontil

Adv. Comput. Math., 2009

2008

Universal Multi-Task Kernels.

Andrea Caponnetto, Charles A. Micchelli, Massimiliano Pontil, Yiming Ying

J. Mach. Learn. Res., 2008

2007

Optimal Rates for the Regularized Least-Squares Algorithm.

Andrea Caponnetto, Ernesto De Vito

Found. Comput. Math., 2007

Risk Bounds for Random Regression Graphs.

Andrea Caponnetto, Steve Smale

Found. Comput. Math., 2007

2006

Stability Properties of Empirical Risk Minimization over Donsker Classes.

Andrea Caponnetto, Alexander Rakhlin

J. Mach. Learn. Res., 2006

Stability of $K$-Means Clustering.

Alexander Rakhlin, Andrea Caponnetto

Proceedings of the Advances in Neural Information Processing Systems 19, 2006

2005

Learning from Examples as an Inverse Problem.

Ernesto De Vito, Lorenzo Rosasco, Andrea Caponnetto, Umberto De Giovannini, Francesca Odone

J. Mach. Learn. Res., 2005

Model Selection for Regularized Least-Squares Algorithm in Learning Theory.

Ernesto De Vito, Andrea Caponnetto, Lorenzo Rosasco

Found. Comput. Math., 2005

Support vector algorithms as regularization networks.

Andrea Caponnetto, Lorenzo Rosasco, Francesca Odone, Alessandro Verri

Proceedings of the 13th European Symposium on Artificial Neural Networks, 2005

2004

Are Loss Functions All the Same?.

Lorenzo Rosasco, Ernesto De Vito, Andrea Caponnetto, Michele Piana, Alessandro Verri

Neural Comput., 2004

Some Properties of Regularized Kernel Methods

Ernesto De Vito, Lorenzo Rosasco, Andrea Caponnetto, Michele Piana, Alessandro Verri

J. Mach. Learn. Res., 2004

Learning, Regularization and Ill-Posed Inverse Problems.

Lorenzo Rosasco, Andrea Caponnetto, Ernesto De Vito, Francesca Odone, Umberto De Giovannini

Proceedings of the Advances in Neural Information Processing Systems 17 [Neural Information Processing Systems, 2004

2002

Analysis of the compatibility conditions for the radon projections, with an application to seismology.

Dino Bindi, Andrea Caponnetto

Int. J. Imaging Syst. Technol., 2002