%0 Journal Article
%@ 0020-0190
%A Gnecco, Giorgio
%A Sanguineti, Marcello
%D 2010
%F eprints:1758
%I Elsevier
%J Information Processing Letters
%K Analysis of algorithms; Learning from data; Regularization;  Suboptimal solutions; Empirical error functionals; Probabilistic estimates 
%N 23
%P 1031 - 1036
%T On Spectral Windows In Supervised Learning From Data 
%U http://eprints.imtlucca.it/1758/
%V 110
%X For Tikhonov regularization in supervised learning from data, the effect on the regularized solution of a joint perturbation of the regression function and the data is investigated. Spectral windows in the finite-sample and population cases are compared via probabilistic estimates of the differences between regularized solutions.