TY  - JOUR
VL  - 110
SP  - 1031 
PB  - Elsevier
A1  - Gnecco, Giorgio
A1  - Sanguineti, Marcello
IS  - 23
JF  - Information Processing Letters
Y1  - 2010///
EP  -  1036
ID  - eprints1758
N2  - 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. 
SN  - 0020-0190
UR  - http://www.sciencedirect.com/science/article/pii/S0020019010002693
KW  - Analysis of algorithms; Learning from data; Regularization;
Suboptimal solutions; Empirical error functionals; Probabilistic estimates 
AV  - none
TI  - On Spectral Windows In Supervised Learning From Data 
ER  -