From Regression to Classification in Support Vector Machines

We study the relation between support vector machines (SVMs) for regression (SVMR) and SVM for classification (SVMC). We show that for a given SVMC solution there exists a SVMR solution which is equivalent for a certain choice of the parameters. In particular our result is that for $epsilon$ suffici...

Full description

Bibliographic Details
Main Authors: Pontil, Massimiliano, Rifkin, Ryan, Evgeniou, Theodoros
Language:en_US
Published: 2004
Online Access:http://hdl.handle.net/1721.1/7258