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papers:collobert-sinz-weston-bottou-2005 [2006/04/18 16:44] leonb |
papers:collobert-sinz-weston-bottou-2005 [2006/04/20 10:59] (current) leonb |
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===== Report: Large Scale Transductive SVM ===== | ===== Report: Large Scale Transductive SVM ===== | ||
+ | // | ||
We show how the Concave-Convex Procedure can be applied | We show how the Concave-Convex Procedure can be applied | ||
to Transductive SVMs, which traditionally requires solving | to Transductive SVMs, which traditionally requires solving | ||
- | a combinatorial search problem. This | + | a combinatorial search problem. This provides for the first time |
- | provides for the first time a highly scalable algorithm in the nonlinear case. | + | a highly scalable algorithm in the nonlinear case. |
Detailed experiments verify the utility of our approach. | Detailed experiments verify the utility of our approach. | ||
<box 99% orange> | <box 99% orange> | ||
- | Ronan Collobert, Fabian Sinz, Jason Weston and Léon Bottou: | + | Ronan Collobert, Fabian Sinz, Jason Weston and Léon Bottou: |
[[http:// | [[http:// |