发明名称 |
System and method for boosting support vector machines |
摘要 |
A system and method for training an SVM in a scalable manner includes boosting the SVM during training. Specifically, individual SVMs in an ensemble of SVMs are trained using small subsets of a training data set, with data that earlier classifiers in the ensemble incorrectly classified being overrepresented in succeeding subsets. In this way, the speed with which the overall SVM is trained is increased and the memory requirements therefor are reduced, even for relatively large training data sets.
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申请公布号 |
US6662170(B1) |
申请公布日期 |
2003.12.09 |
申请号 |
US20000643590 |
申请日期 |
2000.08.22 |
申请人 |
INTERNATIONAL BUSINESS MACHINES CORPORATION |
发明人 |
DOM BYRON EDWARD;MAO JIANCHANG;PAVLOV DMITRY |
分类号 |
G06K9/62;(IPC1-7):G06N5/02 |
主分类号 |
G06K9/62 |
代理机构 |
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代理人 |
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主权项 |
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地址 |
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