Regularization with Multiple Kernels
Lorenzo Rosasco

Description

We introduce and motivate regularization with multiple kernels and take a peek at the field of structured sparsity regularization.

Slides

Slides for this lecture: PDF.

Suggested Reading

C.A. Micchelli, M. Pontil Learning the kernel function via regularization , J. Machine Learning Research, 6:1099-1125, 2005.

F. Bach, G. R. G. Lanckriet, M. I. Jordan. Multiple Kernel Learning, Conic Duality, and the SMO Algorithm. Proceedings of the Twenty-first International Conference on Machine Learning, 2004