Han Xiwu, Yu Mo, Zhu Conghui, Zhao Tiejun. A Sequence Kernel Method for Chinese Subcategorization Analysis[J]. Chinese Journal of Electronics, 2010, 19(3): 414-418.
Citation: Han Xiwu, Yu Mo, Zhu Conghui, Zhao Tiejun. A Sequence Kernel Method for Chinese Subcategorization Analysis[J]. Chinese Journal of Electronics, 2010, 19(3): 414-418.

A Sequence Kernel Method for Chinese Subcategorization Analysis

  • Received Date: 1900-01-01
  • Rev Recd Date: 1900-01-01
  • Publish Date: 2010-07-05
  • There have been a lot of researches focusing on large-scaled automatic acquisition of subcategorization frames, and many achievements have been made for lexicon building in quite a few languages, but subcategorization analysis for individual sentences still remains in a rarely touched field. This paper proposed to analyze Chinese subcategorization as a classification task by means of sequence kernel methods, which exploited the potential relations among the respective sentential constituents. Our final classification with word sequence kernel congregation and Part-of-speech (POS) sequence kernel C-support vector machine (C-SVM) achieved a very promising accuracy ratio of 92.36% on the testing set, which is 13.51% higher than the baseline performance of the existing Chinese subcategorization hypothesis generator.
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      沈阳化工大学材料科学与工程学院 沈阳 110142

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