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蒙古文命名实体识别研究

Research on Mongolian named entity recognition

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초록

The paper recognizes Mongolian Name and Location using conditional random field model and rules based method. According to the characteristics of Mongolian Names and Location, we selected 5 kinds of characteristics as the CRF model’s feature, for the category name, the paper adopted the method based on rules. Finally, we correct errors and recall Names and Locations using dictionaries and rules. About organization, we proposed some rules and a knowledge based method. According to the grammatical characteristics of Mongolian organization name, the research summed up the constitution of simple organization name and composite organization name, designed an effective recognition rules and the corresponding knowledge base, realized the recognition of Mongolian organization name.

Abstract

The paper recognizes Mongolian Name and Location using conditional random field model and rules based method. According to the characteristics of Mongolian Names and Location, we selected 5 kinds of characteristics as the CRF model’s feature, for the category name, the paper adopted the method based on rules. Finally, we correct errors and recall Names and Locations using dictionaries and rules. About organization, we proposed some rules and a knowledge based method. According to the grammatical characteristics of Mongolian organization name, the research summed up the constitution of simple organization name and composite organization name, designed an effective recognition rules and the corresponding knowledge base, realized the recognition of Mongolian organization name.

참고문헌 (11)

  1. 程显毅, "中文信息抽取原理及应用" (2010), 科学出版社
  2. 道格拉斯·比伯, "语料库语言学" (2012), 清华大学出版社
  3. 冯敏萱, "汉英平行语料库的平行处理" (2011), 世界图书出版公司北京公司
  4. 冯志伟, "数理语言学" (2012), 商务印书馆
  5. 刘开瑛, "中文文本自动分词和标注" (2000), 商务印书馆
  6. 宗成庆, "统计自然语言处理" (2008), 清华大学出版社
  7. 那顺乌日图, "蒙古文人名自动识别研究", 语言计算与基于内容的文本处理—全国第七届计算语言学联合学术会议论文集 (2003)
  8. 通拉嘎, "基于蒙古文语料库的人名自动识别", 博士, pp.2013
  9. Chomsky, Noam, "Language and mind" (2009), China Ren min University Press
  10. Ekbal, Asif, "Bengali part of speech tagging using conditional random field", The 7th international symposium of natural language processing (SNLP-2007), pp.131~136 (2007), Kasetsart University
  11. Fleischman, M., "Fine grained classification of named Entities", Processing of international conference on computational linguistics, pp.1~7 (2002), Association for Computational Linguistics

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