Chinese Word Sense Disambiguation Based on Beam Search

被引:0
|
作者
Zhang Chun-Xiang [1 ]
He Shan [2 ]
Gao Xue-Yao [1 ,2 ]
Lu Zhi-Mao [3 ]
机构
[1] Harbin Univ Sci & Technol, Sch Software, Harbin 150080, Peoples R China
[2] Harbin Univ Sci & Technol, Sch Comp Sci & Technol, Harbin 150080, Peoples R China
[3] Dalian Univ Technol, Sch Comp Sci & Technol, Dalian 116024, Peoples R China
关键词
word sense disambiguation; beam search algorithm; semantic network; optimal semantic category sequence;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Research on word sense disambiguation (WSD) is of great importance in natural language processing. In this paper, a new method based on beam search algorithm for Chinese WSD is proposed. By mining potential knowledge between phrase and semantic category in a sentence, this approach can construct its semantic network. It searches an optimal semantic category sequence from a Chinese sentence's semantic network with beam search algorithm, so that correct meanings of ambiguous words can be found from the optimal sequence. Experiments show that a better WSD performance is gotten.
引用
收藏
页码:209 / 216
页数:8
相关论文
共 50 条
  • [41] Graph-Based Chinese Word Sense Disambiguation with Multi-Knowledge Integration
    Lu, Wenpeng
    Meng, Fanqing
    Wang, Shoujin
    Zhang, Guoqiang
    Zhang, Xu
    Ouyang, Antai
    Zhang, Xiaodong
    CMC-COMPUTERS MATERIALS & CONTINUA, 2019, 61 (01): : 197 - 212
  • [42] Chinese word sense disambiguation method based on primitive co-occurrence data
    Yang, E.H.
    Zhang, G.Q.
    Zhang, Y.K.
    Jisuanji Yanjiu yu Fazhan/Computer Research and Development, 2001, 38 (07):
  • [43] Multi-strategy approach to Chinese word sense disambiguation based on sememe relations
    Che, Chao
    Jin, Bo
    Teng, Hong-Fei
    Qu, Fu-Zheng
    Dalian Ligong Daxue Xuebao/Journal of Dalian University of Technology, 2010, 50 (04): : 603 - 608
  • [44] Word sense disambiguation methods
    Turdakov, D. Yu.
    PROGRAMMING AND COMPUTER SOFTWARE, 2010, 36 (06) : 309 - 326
  • [45] Practice of Word Sense Disambiguation
    Sieminski, Andrzej
    INTELLIGENT INFORMATION AND DATABASE SYSTEMS, ACIIDS 2018, PT I, 2018, 10751 : 159 - 169
  • [46] Multiwords and Word Sense Disambiguation
    Arranz, V
    Atserias, J
    Castillo, M
    COMPUTATIONAL LINGUISTICS AND INTELLIGENT TEXT PROCESSING, 2005, 3406 : 250 - 262
  • [47] Word Sense Disambiguation: A Survey
    Navigli, Roberto
    ACM COMPUTING SURVEYS, 2009, 41 (02)
  • [48] Trends in word sense disambiguation
    Bhala, R. V. Vidhu
    Abirami, S.
    ARTIFICIAL INTELLIGENCE REVIEW, 2014, 42 (02) : 159 - 171
  • [49] Word Sense Disambiguation: An Overview
    McCarthy, Diana
    LANGUAGE AND LINGUISTICS COMPASS, 2009, 3 (02): : 537 - 558
  • [50] Research on Word Sense Disambiguation
    Zhan, Jingwen
    Chen, Yanmin
    ADVANCED MATERIALS SCIENCE AND TECHNOLOGY, PTS 1-2, 2011, 181-182 : 337 - 342