Implementation of unsupervised and supervised learning systems for multilingual text categorization

被引:0
|
作者
Lee, Chung-Hong [1 ]
Yang, Hsin-Chang [2 ]
机构
[1] Natl Kaohsiung Univ Appl Sci, Dept Elect Engn, Kaohsiung, Taiwan
[2] Natl Univ Kaohsiung, Dept Informat Management, Kaohsiung, Taiwan
关键词
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
In this paper we discuss the implementation of the leading supervised and unsupervised approaches for multilingual text categorization. We selected Support Vector Machines (SVV) and Latent Semantic Indexing (LSI) techniques as representatives of supervised and unsupervised methods for system implementation, respectively The preliminary results show that our platform models including both supervised and unsupervised learning methods have the potentials for multilingual text categorization.
引用
收藏
页码:377 / +
页数:2
相关论文
共 50 条
  • [1] Construction of supervised and unsupervised learning systems for multilingual text categorization
    Lee, Chung-Hong
    Yang, Hsin-Chang
    EXPERT SYSTEMS WITH APPLICATIONS, 2009, 36 (02) : 2400 - 2410
  • [2] A comparative study on supervised and unsupervised learning approaches for multilingual text categorization
    Lee, Chung-Hong
    Yang, Hsin-Chang
    Chen, Ting-Chung
    Ma, Sheng-Min
    ICICIC 2006: FIRST INTERNATIONAL CONFERENCE ON INNOVATIVE COMPUTING, INFORMATION AND CONTROL, VOL 2, PROCEEDINGS, 2006, : 511 - +
  • [3] Experiments on supervised learning algorithms for text categorization
    Nambuni, Setu Madhavi
    Tu, Haiying
    Luo, Jianhui
    Pattipati, Krishna R.
    2005 IEEE AEROSPACE CONFERENCE, VOLS 1-4, 2005, : 3102 - 3109
  • [4] Strategy development and learning differences in supervised and unsupervised categorization
    Erin Colreavy
    Stephan Lewandowsky
    Memory & Cognition, 2008, 36 : 762 - 775
  • [5] Strategy development and learning differences in supervised and unsupervised categorization
    Colreavy, Erin
    Lewandowsky, Stephan
    MEMORY & COGNITION, 2008, 36 (04) : 762 - 775
  • [6] Multilingual Metaphor Processing: Experiments with Semi-Supervised and Unsupervised Learning
    Shutova, Ekaterina
    Sun, Lin
    Gutierrez, Elkin Dario
    Lichtenstein, Patricia
    Narayanan, Srini
    COMPUTATIONAL LINGUISTICS, 2017, 43 (01) : 71 - 123
  • [7] Semi-Supervised Learning in Large Scale Text Categorization
    许泽文
    李建强
    刘博
    毕敬
    李蓉
    毛睿
    Journal of Shanghai Jiaotong University(Science), 2017, 22 (03) : 291 - 302
  • [8] Semi-supervised learning in large scale text categorization
    Xu Z.
    Li J.
    Liu B.
    Bi J.
    Li R.
    Mao R.
    Journal of Shanghai Jiaotong University (Science), 2017, 22 (3) : 291 - 302
  • [9] Framing climate change in Nature and Science editorials: applications of supervised and unsupervised text categorization
    Stede, Manfred
    Bracke, Yannic
    Borec, Luka
    Kinkel, Neele Charlotte
    Skeppstedt, Maria
    JOURNAL OF COMPUTATIONAL SOCIAL SCIENCE, 2023, 6 (02): : 485 - 513
  • [10] Framing climate change in Nature and Science editorials: applications of supervised and unsupervised text categorization
    Manfred Stede
    Yannic Bracke
    Luka Borec
    Neele Charlotte Kinkel
    Maria Skeppstedt
    Journal of Computational Social Science, 2023, 6 : 485 - 513