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--- papers:collobert-sinz-weston-bottou-2006 [2006/12/13 11:20]
leonb created
+++ papers:collobert-sinz-weston-bottou-2006 [2007/01/31 14:46]
leonb
@@ Line 1: / Line 1: @@
 ===== 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.
 <box 99% orange>
-Ronan Collobert, Fabian Sinz, Jason Weston and Léon Bottou:  **Large Scale Transductive SVMs**,  //Journal of Machine Lea
+Ronan Collobert, Fabian Sinz, Jason Weston and Léon Bottou:  **Large Scale Transductive SVMs**,  //Journal of Machine Learning Research//, 7:1687-1712, September 2006.
-rning Research//, 7:1687-1712, September 2006.
 [[http://leon.bottou.org/publications/djvu/jmlr-2006.djvu|jmlr-2006.djvu]]
@@ Line 22: / Line 26: @@
     url = {http://leon.bottou.org/papers/collobert-sinz-weston-bottou-2006},
   }
+==== Links ====
+  * The [[http://www.kyb.tuebingen.mpg.de/bs/people/fabee/universvm.html|UniverSVM]] software is based on a modified version of the [[:projects:svqp|SVQP2]] optimizer.
+  * About the DC algorithms [[http://lita.sciences.univ-metz.fr/~lethi/DCA.html]]
+  * Home page of [[http://www.kyb.tuebingen.mpg.de/~weston|Jason Weston]]
+  * Home page of [[http://ronan.collobert.com/|Ronan Collobert]]
+  * Home page of [[http://www.kyb.tuebingen.mpg.de/~fabee|Fabian Sinz]]

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