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papers:collobert-weston-bottou-2006 [2006/04/18 16:35]
leonb 		papers:collobert-weston-bottou-2006 [2007/01/31 14:45] (current)
leonb
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 ===== Trading Convexity for Scalability ===== ===== Trading Convexity for Scalability =====
  
 +//Abstract//:
 Convex learning algorithms, such as Support Vector Machines (SVMs), are Convex learning algorithms, such as Support Vector Machines (SVMs), are
 often seen as highly desirable because they offer strong practical often seen as highly desirable because they offer strong practical
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 we show how non-convexity can provide scalability advantages over we show how non-convexity can provide scalability advantages over
 convexity.  We show how concave-convex programming can be applied to produce convexity.  We show how concave-convex programming can be applied to produce
-(//i//)~faster SVMs where training errors are no longer support vectors, and +(i) faster SVMs where training errors are no longer support vectors, and 
-(//ii//)~much faster Transductive SVMs.+(ii) much faster Transductive SVMs. 
  
 <box 99% orange> <box 99% orange>
-Ronan Collobert, Jason Weston and Léon Bottou: Trading Convexity for Scalability,  //Proceedings of the Twenty-third International Conference on Machine Learning (ICML 2006)//, IMLS/ICML, 2006.+Ronan Collobert, Jason Weston and Léon Bottou: **Trading Convexity for Scalability**,  //Proceedings of the Twenty-third International Conference on Machine Learning (ICML 2006)//, IMLS/ICML, 2006.
  
 [[http://leon.bottou.org/publications/djvu/icml-2006a.djvu|icml-2006a.djvu]] [[http://leon.bottou.org/publications/djvu/icml-2006a.djvu|icml-2006a.djvu]]
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   }   }
  
-==== 1. Source Code ==== 
  
-To be found here soon.+==== 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]] 
 + 
papers/collobert-weston-bottou-2006.1145392509.txt.gz · Last modified: 2006/04/18 17:37 (external edit)

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