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Large Scale Transductive SVMs

Ronan Collobert, Fabian Sinz, Jason Weston, Léon Bottou; 7(62):1687−1712, 2006.

Abstract

We show how the concave-convex procedure can be applied to transductive SVMs, which traditionally require solving a combinatorial search problem. This provides for the first time a highly scalable algorithm in the nonlinear case. Detailed experiments verify the utility of our approach. Software is available at http://www.kyb.tuebingen.mpg.de/bs/people/fabee/transduction.html.

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© JMLR 2006. (edit, beta)