Attribute knowledge mining for Chinese word sense disambiguation

被引:0
|
作者
Duan, Jianyong [1 ]
Fu, Yao [1 ]
Li, Xia [2 ]
机构
[1] North China Univ Technol, Coll Comp Sci, Beijing, Peoples R China
[2] Guangdong Univ Foreign Studies, Key Lab Language Engn & Comp, Guangzhou, Guangdong, Peoples R China
关键词
Sense disambiguation; attribute knowledge; mathematical method;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Word sense disambiguation is a technology of judging the specific semantic of polysemous words in the specific context. It is meaningful for the applications of natural language processing. This paper introduces the attribute knowledge into word sense disambiguation task. Every sense of the polysemous words can be described by the different attribute sets. These attributes can be viewed as a kind of context features. The attribute knowledge bases are built for every polysemous word, and employed into the Naive Bayes classifier and Maximum Entropy classifier as a dimension feature to judge the specific semantic of polysemous words in the specific context. The experimental results show that this method can effectively improve the accuracy of Chinese word sense disambiguation.
引用
收藏
页码:73 / 77
页数:5
相关论文
共 50 条
  • [21] Word sense disambiguation: The case for combinations of knowledge sources
    McRoy, S
    COMPUTATIONAL LINGUISTICS, 2004, 30 (02) : 247 - 249
  • [22] RandomWalks for Knowledge- Based Word Sense Disambiguation
    Agirre, Eneko
    Lopez de Lacalle, Oier
    Soroa, Aitor
    COMPUTATIONAL LINGUISTICS, 2014, 40 (01) : 57 - 84
  • [23] Chinese Word Sense Disambiguation Based on Beam Search
    Zhang Chun-Xiang
    He Shan
    Gao Xue-Yao
    Lu Zhi-Mao
    INTERNATIONAL JOURNAL OF SECURITY AND ITS APPLICATIONS, 2015, 9 (11): : 209 - 216
  • [24] Chinese word sense disambiguation based on beam search
    School of Software, Harbin University of Science and Technology, Harbin, China
    不详
    不详
    Int. J. Secur. Appl., 11 (209-216):
  • [25] Word Sense Disambiguation Using WordNet Semantic Knowledge
    Gao, Ningning
    Zuo, Wanli
    Dai, Yaokang
    Lv, Wei
    KNOWLEDGE ENGINEERING AND MANAGEMENT , ISKE 2013, 2014, 278 : 147 - 156
  • [26] Word Sense Disambiguation for Chinese Based on Semantics Calculation
    Liu, Yuntong
    Sun, Hua
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2015, 2015
  • [27] Research of Word Sense Disambiguation Based on Mining Association Rules
    Sun, Yong-le
    Jia, Ke-liang
    IITAW: 2009 THIRD INTERNATIONAL SYMPOSIUM ON INTELLIGENT INFORMATION TECHNOLOGY APPLICATIONS WORKSHOPS, 2009, : 86 - +
  • [28] IMPROVING WORD SENSE DISAMBIGUATION WITH AUTOMATICALLY RETRIEVED SEMANTIC KNOWLEDGE
    Dligach, Dmitriy
    Palmer, Martha
    INTERNATIONAL JOURNAL OF SEMANTIC COMPUTING, 2008, 2 (03) : 365 - 380
  • [29] The Effect of the Number of Features to Supervised Chinese Word Sense Disambiguation
    Liu, Pengyuan
    JOURNAL OF COMPUTERS, 2013, 8 (02) : 313 - 318
  • [30] Zuo Zhuan Ancient Chinese Dataset for Word Sense Disambiguation
    Pan, Xiaomeng
    Wang, Hongfei
    Oka, Teruaki
    Komachi, Mamoru
    NAACL 2022: THE 2022 CONFERENCE OF THE NORTH AMERICAN CHAPTER OF THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICS: HUMAN LANGUAGE TECHNOLOGIES: PROCEEDINGS OF THE STUDENT RESEARCH WORKSHOP, 2022, : 129 - 135