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[Association for Computational Linguistics the 2003 Conference of the North American Chapter of the Association for Computational Linguistics - Edmonton, Canada (2003.05.27-2003.06.01)] Proceedings of the 2003 Conference of the North American Chapter of the Association for Computational Linguistics on Human Language Technology Tutorials - NAACL '03 - Optimization, maxent models, and conditional estimation without magic

โœ Scribed by Manning, Christopher; Klein, Dan


Book ID
115516005
Publisher
Association for Computational Linguistics
Year
2003
Weight
141 KB
Volume
5
Category
Article

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[Association for Computational Linguisti
โœ Kudo, Taku; Matsumoto, Yuji ๐Ÿ“‚ Article ๐Ÿ“… 2001 ๐Ÿ› Association for Computational Linguistics โš– 120 KB

We apply Support Vector Machines (SVMs) to identify English base phrases (chunks). SVMs are known to achieve high generalization performance even with input data of high dimensional feature spaces. Furthermore, by the Kernel principle, SVMs can carry out training with smaller computational overhead