2000 · 285 citations · 3 references
ComputingComputer ScienceComputational LinguisticsMachine LearningNatural Language ProcessingClassificationKernel MethodsPattern RecognitionRepresentation LearningSupervised LearningSupport Vector MachinesChunkingSupport Vector ClassificationSupport Vector Machine ClassificationSvmsText Chunking
In this paper, we explore the use of Support Vector Machines (SVMs) for CoNLL-2000 shared task, chunk identification. SVMs are so-called large margin classifiers and are well-known as their good generalization performance. We investigate how SVMs with a very large number of features perform with the classification task of chunk labelling.
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Corinna Cortes, Vladimir Vapnik · Machine Learning · 1995 · 40.5K citations · Full text
Corinna Cortes, Vladimir Vapnik · Machine Learning · 1995 · 33K citations · Full text
Feature selection in SVM text categorization
Hirotoshi Taira, Masahiko Haruno · 1999 · 108 citations