A signal theory approach to support vector classification: the sinc kernel

Fourier-based regularisation is considered for the support vector machine classification problem over absolutely integrable loss functions. By invoking the modest assumption that the decision function belongs to a Paley-Wiener space, it is shown that the classification problem can be developed in th...

Full description

Bibliographic Details
Main Authors: Nelso, James D.B (Author), Damper, Robert I. (Author), Gunn, Steve R. (Author), Guo, Baofeng (Author)
Format: Article
Language:English
Published: 2009-01.
Subjects:
Online Access:Get fulltext