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--- papers:collobert-sinz-weston-bottou-2005 [2006/04/12 19:14]
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+++ papers:collobert-sinz-weston-bottou-2005 [2006/04/20 10:59] (current)
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 ===== Report: Large Scale Transductive SVM =====
+//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.
 <box 99% orange>
-Ronan Collobert, Fabian Sinz, Jason Weston and Léon Bottou:  //Report: Large Scale Transductive SVM//, November 2005.
+Ronan Collobert, Fabian Sinz, Jason Weston and Léon Bottou:  //**Report: Large Scale Transductive SVM**//, November 2005.
 [[http://leon.bottou.org/publications/djvu/nonconvextransduction-2005.djvu|nonconvextransduction-2005.djvu]]
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   }
+==== Notes ====
+  * An updated version has been submitted to JMLR.
+  * Software is available from [[http://www.kyb.tuebingen.mpg.de/bs/people/fabee/transduction.html]].