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papers:bakir-bottou-weston-2005 [2006/04/18 17:31] leonb |
papers:bakir-bottou-weston-2005 [2018/12/06 09:51] (current) leonb |
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| ===== Breaking SVM Complexity with Cross-Training ===== | ===== Breaking SVM Complexity with Cross-Training ===== | ||
| + | // | ||
| We propose to selectively remove examples from the training set using | We propose to selectively remove examples from the training set using | ||
| probabilistic estimates related to editing algorithms | probabilistic estimates related to editing algorithms | ||
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| <box 99% orange> | <box 99% orange> | ||
| - | Gökhan Bakir, Léon Bottou and Jason Weston: Breaking SVM Complexity with Cross-Training, | + | Gökhan Bakir, Léon Bottou and Jason Weston: |
| [[http:// | [[http:// | ||
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| </ | </ | ||
| - | @inproceedings{bakir-bottou-weston-2005, | + | @incollection{bakir-bottou-weston-2005, |
| author = {Bak{\i}r, G\" | author = {Bak{\i}r, G\" | ||
| title = {Breaking SVM Complexity with Cross-Training}, | title = {Breaking SVM Complexity with Cross-Training}, | ||
| - | booktitle = {Advances in Neural Information Processing Systems}, | + | booktitle = {Advances in Neural Information Processing Systems 17 (NIPS 2004)}, |
| - | volume = {17}, | + | |
| editor = {Saul, Lawrence and Weiss, Yair and Bottou, L\' | editor = {Saul, Lawrence and Weiss, Yair and Bottou, L\' | ||
| publisher = {MIT Press}, | publisher = {MIT Press}, | ||
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| ==== Notes ==== | ==== Notes ==== | ||
| - | Better | + | **Much better** |
| [[bordes-ertekin-weston-bottou-2005|(Bordes et al., 2006)]] | [[bordes-ertekin-weston-bottou-2005|(Bordes et al., 2006)]] | ||
| and [[collobert-weston-bottou-2006|(Collobert et al., 2006)]]. | and [[collobert-weston-bottou-2006|(Collobert et al., 2006)]]. | ||