Large Scale Transductive SVMs

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.

Ronan Collobert, Fabian Sinz, Jason Weston and Léon Bottou: Large Scale Transductive SVMs, Journal of Machine Learning Research, 7:1687-1712, September 2006.

JMLR Link jmlr-2006.djvu jmlr-2006.pdf

  author = {Collobert, Ronan and Sinz, Fabian and Weston, Jason and Bottou, L\'{e}on},
  title = {Large Scale Transductive SVMs},
  year = {2006},
  journal = {Journal of Machine Learning Research},
  volume = {7},
  pages = {1687-1712},
  month = {September},
  url = {},
papers/collobert-sinz-weston-bottou-2006.txt · Last modified: 2009/08/07 10:18 by leonb
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