An Improved HowNet-based Algorithm for Semantic Similarity Computation

被引:0
作者
Diao, Lijuan [1 ]
Yan, Hong [2 ]
Li, Fuxue [2 ]
Li, Xiumin [1 ]
Lei, Guohua [1 ]
机构
[1] BinZhou Med Univ, Yantai, Peoples R China
[2] Yingkou Inst Technol, Yingkou, Peoples R China
来源
2ND INTERNATIONAL CONFERENCE ON COMPUTER ENGINEERING, INFORMATION SCIENCE AND INTERNET TECHNOLOGY, CII 2017 | 2017年
关键词
Semantic Similarity; Information Content Model; Semantic Distance; TAXONOMY;
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
Similarity technology has been widely used in many applications. However, most of the similarity researches focus on English language. In this paper, we develop the improved similarity technology and focus on its application to Chinese language. We use HowNet, which is a Chinese version of WordNet, as the bases. We analyze the structure and data resource of HowNet, and develop an improved information content model of concepts. Meanwhile, we extend the synonyms of concepts, and use them to develop a better similarity computation technique. The experiment results show that our methods achieve the best compared with other existing methods in the degree of similarity accuracy.
引用
收藏
页码:589 / 594
页数:6
相关论文
共 9 条
  • [1] Antoniou G., 2009, INT HDB INFORM SYSTE, DOI [10.1007/978-3-540-92673-3_4, DOI 10.1007/978-3-540-92673-3_4]
  • [2] A similarity learning approach to content-based image retrieval: Application to digital mammography
    El-Naqa, I
    Yang, YY
    Galatsanos, NP
    Nishikawa, RM
    Wernick, MN
    [J]. IEEE TRANSACTIONS ON MEDICAL IMAGING, 2004, 23 (10) : 1233 - 1244
  • [3] Li DF, 2002, PATTERN RECOGN LETT, V23, P221, DOI 10.1016/S0167-8655(01)00110-6
  • [4] [李峰 LI Feng], 2007, [中文信息学报, Journal of Chinese Information Processing], V21, P99
  • [5] Liu Q, 2002, P 3 CHIN SEM WORKSH
  • [6] Unsupervised feature selection using feature similarity
    Mitra, P
    Murthy, CA
    Pal, SK
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2002, 24 (03) : 301 - 312
  • [7] DEVELOPMENT AND APPLICATION OF A METRIC ON SEMANTIC NETS
    RADA, R
    MILI, H
    BICKNELL, E
    BLETTNER, M
    [J]. IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS, 1989, 19 (01): : 17 - 30
  • [8] Resnik P, 1995, INT JOINT CONF ARTIF, P448
  • [9] Semantic similarity in a taxonomy: An information-based measure and its application to problems of ambiguity in natural language
    Resnik, P
    [J]. JOURNAL OF ARTIFICIAL INTELLIGENCE RESEARCH, 1999, 11 : 95 - 130