Large Scale Transductive SVMs


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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Working document: Trading convexity for scalability

  • R Collobert, J Weston, L Bottou
  • 2005
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