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