relation: http://eprints.imtlucca.it/1758/ title: On Spectral Windows In Supervised Learning From Data creator: Gnecco, Giorgio creator: Sanguineti, Marcello subject: QA75 Electronic computers. Computer science description: 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. publisher: Elsevier date: 2010 type: Article type: PeerReviewed identifier: Gnecco, Giorgio and Sanguineti, Marcello On Spectral Windows In Supervised Learning From Data. Information Processing Letters, 110 (23). 1031 - 1036. ISSN 0020-0190 (2010) relation: http://www.sciencedirect.com/science/article/pii/S0020019010002693 relation: 10.1016/j.ipl.2010.08.011