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papers:collobert-sinz-weston-bottou-2005 [2006/04/18 17:38] leonb |
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- | ===== Report: Large Scale Transductive SVM ===== | ||
- | // | ||
- | 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: | ||
- | |||
- | [[http:// | ||
- | [[http:// | ||
- | [[http:// | ||
- | </ | ||
- | |||
- | @misc{collobert-sinz-weston-bottou-2005, | ||
- | author = {Collobert, Ronan and Sinz, Fabian and Weston, Jason and Bottou, L\' | ||
- | title = {Report: Large Scale Transductive SVM}, | ||
- | year = {2005}, | ||
- | month = {November}, | ||
- | note = {Available on http:// | ||
- | url = {http:// | ||
- | } | ||
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- | |||
- | ==== Notes ==== | ||
- | |||
- | * An updated version has been submitted to JMLR. | ||
- | |||
- | * Software is available from [[http:// |