Large Scale Transductive SVMs.

Ronan Collobert, Fabian Sinz, Jason Weston and Leon Bottou


Abstract

We show how the Concave-Convex Procedure can be applied to Transductive SVMs, which traditionally requires 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.
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