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Research on Chinese place name recognition based on kernel classifier

YU Ying WANG Xiao-long LIU Bing-quan WANG Hui

哈尔滨工业大学学报(英文版)2007,Vol.14Issue(1):79-82,4.
哈尔滨工业大学学报(英文版)2007,Vol.14Issue(1):79-82,4.

Research on Chinese place name recognition based on kernel classifier

Research on Chinese place name recognition based on kernel classifier

YU Ying 1WANG Xiao-long 2LIU Bing-quan 1WANG Hui1

作者信息

  • 1. School of Computer Science and Technology, Harbin Institute of Technology, Harbin 150001, China
  • 2. Dongguan University of Technology, Dongguan 523808 ,China
  • 折叠

摘要

Abstract

A SVMs (Support Vector Machines) based method to identify Chinese place names is presented. In our approach, place name candidate is located according to a rational forming assumption, then SVMs based identification strategy is used to distinguish whether one candidate is true place name or not. Referring to linguistic knowledge, basic semanteme of a contextual word and frequency information of words inside place name candidate are selected as features in our methodology. So dimension in the feature space is reduced dramatically and processing procedure is performed more efficiently. Result of open testing on unregistered place names achieves F-measure 83. 25 in 8. 17 million words news based on this project.

关键词

SVMs/Chinese place name/feature selection/semanteme/kernel function

Key words

SVMs/Chinese place name/feature selection/semanteme/kernel function

分类

信息技术与安全科学

引用本文复制引用

YU Ying,WANG Xiao-long,LIU Bing-quan,WANG Hui..Research on Chinese place name recognition based on kernel classifier[J].哈尔滨工业大学学报(英文版),2007,14(1):79-82,4.

基金项目

Sponsored by the National Natural Science Foundation of China (Grant No. 60175020 and 60673037) and the National High Technology Research and Development Program of China (Grant No. 2002AA117010 -09). (Grant No. 60175020 and 60673037)

哈尔滨工业大学学报(英文版)

1005-9113

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