On the Noise Model of Support Vector Machine Regression

Support Vector Machines Regression (SVMR) is a regression technique which has been recently introduced by V. Vapnik and his collaborators (Vapnik, 1995; Vapnik, Golowich and Smola, 1996). In SVMR the goodness of fit is measured not by the usual quadratic loss function (the mean square error),...

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Bibliographic Details
Main Authors: Pontil, Massimiliano, Mukherjee, Sayan, Girosi, Federico
Language:en_US
Published: 2004
Online Access:http://hdl.handle.net/1721.1/7259