%I Elsevier
%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. 
%P 1031 - 1036
%T On Spectral Windows In Supervised Learning From Data 
%K Analysis of algorithms; Learning from data; Regularization;
Suboptimal solutions; Empirical error functionals; Probabilistic estimates 
%V 110
%A Giorgio Gnecco
%A Marcello Sanguineti
%N 23
%L eprints1758
%J Information Processing Letters
%R 10.1016/j.ipl.2010.08.011
%D 2010