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All publications by Andrea Caponnetto
authors venues years



Universal Multi-Task Kernels
Andrea Caponnetto, Charles A. Micchelli, Massimiliano Pontil and Yiming Ying
Journal of Machine Learning Research, 2008


Stability of $K$-Means Clustering
Alexander Rakhlin and Andrea Caponnetto
Advances in Neural Information Processing Systems 19, 2006


Stability Properties of Empirical Risk Minimization over Donsker Classes
Andrea Caponnetto and Alexander Rakhlin
Journal of Machine Learning Research, 2006


Learning from Examples as an Inverse Problem
Ernesto D. Vito, Lorenzo Rosasco, Andrea Caponnetto, Umberto D. Giovannini and Francesca Odone
Journal of Machine Learning Research, 2005


Some Properties of Regularized Kernel Methods
Ernesto D. Vito, Lorenzo Rosasco, Andrea Caponnetto, Michele Piana and Alessandro Verri
Journal of Machine Learning Research, 2004


Learning, Regularization and Ill-Posed Inverse Problems
Lorenzo Rosasco, Andrea Caponnetto, Ernesto D. Vito, Francesca Odone and Umberto D. Giovannini
Advances in Neural Information Processing Systems 17, 2004