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
来源：
INTERNATIONAL JOURNAL OF SECURITY AND ITS APPLICATIONS | 2015年 / 9卷 / 11期
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
  • [1] 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):
  • [2] The Research of Chinese Name Entity Disambiguation Based On Word Sense Disambiguation
    Wang, Gang
    PROCEEDINGS OF THE 2014 INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND ELECTRONIC TECHNOLOGY, 2015, 6 : 412 - 416
  • [3] Research of Chinese Word Sense Disambiguation Based on HowNet
    Zhan, Jingwen
    Chen, Yanmin
    EMERGING RESEARCH IN ARTIFICIAL INTELLIGENCE AND COMPUTATIONAL INTELLIGENCE, 2011, 237 : 477 - 482
  • [4] Word Sense Disambiguation for Chinese Based on Semantics Calculation
    Liu, Yuntong
    Sun, Hua
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2015, 2015
  • [5] Word Sense Indicators: Effective Feature for Chinese Word Sense Disambiguation
    Quan, Changqin
    Ren, Fuji
    He, Tingting
    INFORMATION-AN INTERNATIONAL INTERDISCIPLINARY JOURNAL, 2009, 12 (05): : 1157 - 1164
  • [6] 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
  • [7] 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 - +
  • [8] 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
  • [9] Harmony Search Algorithm for Word Sense Disambiguation
    Abed, Saad Adnan
    Tiun, Sabrina
    Omar, Nazlia
    PLOS ONE, 2015, 10 (09):
  • [10] Ensembles of classifiers for Chinese word sense disambiguation
    Wu, Yunfang
    Wang, Miao
    Jin, Peng
    Yu, Shiwen
    Jisuanji Yanjiu yu Fazhan/Computer Research and Development, 2008, 45 (08): : 1354 - 1361
12345