Estimates of the Approximation Error Using Rademacher Complexity: Learning Vector-Valued Functions

For certain families of multivariable vector-valued functions to be approximated, the accuracy of approximation schemes made up of linear combinations of computational units containing adjustable parameters is investigated. Upper bounds on the approximation error are derived that depend on the Radem...

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Bibliographic Details
Main Authors: Giorgio Gnecco, Marcello Sanguineti
Format: Article
Language:English
Published: SpringerOpen 2009-02-01
Series:Journal of Inequalities and Applications
Online Access:http://dx.doi.org/10.1155/2008/640758