Browsing Open Access Repositories by Subject "optimal rates"
Now showing items 1-3 of 3
-
Empirical Effective Dimension and Optimal Rates for Regularized Least Squares Algorithm
(2005-05-27)This paper presents an approach to model selection for regularized least-squares on reproducing kernel Hilbert spaces in the semi-supervised setting. The role of effective dimension was recently shown to be crucial in the ...
-
Fast Rates for Regularized Least-squares Algorithm
(2005-04-14)We develop a theoretical analysis of generalization performances of regularized least-squares on reproducing kernel Hilbert spaces for supervised learning. We show that the concept of effective dimension of an integral ...
-
Risk Bounds for Regularized Least-squares Algorithm with Operator-valued kernels
(2005-05-16)We show that recent results in [3] on risk bounds for regularized least-squares on reproducing kernel Hilbert spaces can be straightforwardly extended to the vector-valued regression setting. We first briefly introduce ...