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
来源：
PROCEEDINGS OF 2015 INTERNATIONAL CONFERENCE ON ASIAN LANGUAGE PROCESSING | 2015年
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
  • [31] The Knowledge Acquisition Bottleneck Problem in Multilingual Word Sense Disambiguation
    Pasini, Tommaso
    PROCEEDINGS OF THE TWENTY-NINTH INTERNATIONAL JOINT CONFERENCE ON ARTIFICIAL INTELLIGENCE, 2020, : 4936 - 4942
  • [32] Sense Space for Word Sense Disambiguation
    Kang, Myung Yun
    Min, Tae Hong
    Lee, Jae Sung
    2018 IEEE INTERNATIONAL CONFERENCE ON BIG DATA AND SMART COMPUTING (BIGCOMP), 2018, : 669 - 672
  • [33] Semi-Supervised Method for Chinese Word Sense Disambiguation
    Zhang C.
    Xu Z.
    Gao X.
    Xinan Jiaotong Daxue Xuebao/Journal of Southwest Jiaotong University, 2019, 54 (02): : 408 - 414
  • [34] Word sense disambiguation based on word sense clustering
    Anaya-Sanchez, Henry
    Pons-Porrata, Aurora
    Berlanga-Llavori, Rafael
    ADVANCES IN ARTIFICIAL INTELLIGENCE - IBERAMIA-SBIA 2006, PROCEEDINGS, 2006, 4140 : 472 - 481
  • [35] CHINESE QUESTION SIMILARITY CALCULATION BASED ON WORD SENSE DISAMBIGUATION
    Pang, Xiu-Ling
    Jia, Ke-Liang
    PROCEEDINGS OF 2009 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-6, 2009, : 2217 - +
  • [36] Chinese word sense disambiguation by combining pseudo training data
    Wang, XJ
    Matsumoto, Y
    2003 INTERNATIONAL CONFERENCE ON NATURAL LANGUAGE PROCESSING AND KNOWLEDGE ENGINEERING, PROCEEDINGS, 2003, : 138 - 143
  • [37] Bootstrapping for Chinese word sense disambiguation based on grouping strategy
    Li, Lishuang
    Shang, Min
    Huang, Degen
    Wang, Ke
    RECENT ADVANCE OF CHINESE COMPUTING TECHNOLOGIES, 2007, : 73 - 78
  • [38] Combining unsupervised lexical knowledge methods for word sense disambiguation
    Rigau, G
    Atserias, J
    Agirre, E
    35TH ANNUAL MEETING OF THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICS AND THE 8TH CONFERENCE OF THE EUROPEAN CHAPTER OF THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICS, PROCEEDINGS OF THE CONFERENCE, 1997, : 48 - 55
  • [39] Word sense disambiguation with graph model based on domain knowledge
    Lu, Wen-Peng
    Huang, He-Yan
    Wu, Hao
    Lu, Wen-Peng (luwpeng@bit.edu.cn), 1600, Science Press (40): : 2836 - 2850
  • [40] Word Sense Disambiguation Combining Knowledge Graph and Text Hierarchical
    Cao, Yukun
    Jin, Chengkun
    Tang, Yijia
    Wei, Ziyue
    Li, Yunfeng
    Computer Engineering and Applications, 2023, 59 (14) : 158 - 165
12345