Andrea Caponnetto

Publication Activity (10 Years)

Years Active: 2002-2010
Publications (10 Years): 0

Publications

Steve Smale, Lorenzo Rosasco, Jake V. Bouvrie, Andrea Caponnetto, Tomaso A. Poggio
Mathematics of the Neural Response. Found. Comput. Math. 10 (1) (2010)
Andrea Caponnetto, Ernesto De Vito, Massimiliano Pontil
-convergence of empirical processes. Adv. Comput. Math. 30 (4) (2009)
Andrea Caponnetto, Charles A. Micchelli, Massimiliano Pontil, Yiming Ying
Universal Multi-Task Kernels. J. Mach. Learn. Res. 9 (2008)
Andrea Caponnetto, Steve Smale
Risk Bounds for Random Regression Graphs. Found. Comput. Math. 7 (4) (2007)
Andrea Caponnetto, Ernesto De Vito
Optimal Rates for the Regularized Least-Squares Algorithm. Found. Comput. Math. 7 (3) (2007)
Andrea Caponnetto, Alexander Rakhlin
Stability Properties of Empirical Risk Minimization over Donsker Classes. J. Mach. Learn. Res. 7 (2006)
Alexander Rakhlin, Andrea Caponnetto
Stability of $K$-Means Clustering. NIPS (2006)
Ernesto De Vito, Andrea Caponnetto, Lorenzo Rosasco
Model Selection for Regularized Least-Squares Algorithm in Learning Theory. Found. Comput. Math. 5 (1) (2005)
Andrea Caponnetto, Lorenzo Rosasco, Francesca Odone, Alessandro Verri
Support vector algorithms as regularization networks. ESANN (2005)
Ernesto De Vito, Lorenzo Rosasco, Andrea Caponnetto, Umberto De Giovannini, Francesca Odone
Learning from Examples as an Inverse Problem. J. Mach. Learn. Res. 6 (2005)
Lorenzo Rosasco, Andrea Caponnetto, Ernesto De Vito, Francesca Odone, Umberto De Giovannini
Learning, Regularization and Ill-Posed Inverse Problems. NIPS (2004)
Lorenzo Rosasco, Ernesto De Vito, Andrea Caponnetto, Michele Piana, Alessandro Verri
Are Loss Functions All the Same?. Neural Comput. 16 (5) (2004)
Ernesto De Vito, Lorenzo Rosasco, Andrea Caponnetto, Michele Piana, Alessandro Verri
Some Properties of Regularized Kernel Methods J. Mach. Learn. Res. 5 (2004)
Dino Bindi, Andrea Caponnetto
Analysis of the compatibility conditions for the radon projections, with an application to seismology. Int. J. Imaging Syst. Technol. 12 (3) (2002)