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papers:collobert-sinz-weston-bottou-2005 [2006/04/18 16:45] leonb |
papers:collobert-sinz-weston-bottou-2005 [2006/04/20 10:59] 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:// | ||
| - | } | ||
| - | |||
| - | |||
| - | ==== Notes ==== | ||
| - | |||
| - | * An updated version has been submitted to JMLR. | ||
| - | |||
| - | * Software is available from [[http:// | ||