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
  • [21] A neural network model for hierarchical multilingual text categorization
    Chau, RN
    Yeh, CS
    Smith, KA
    ADVANCES IN NEURAL NETWORKS - ISNN 2005, PT 2, PROCEEDINGS, 2005, 3497 : 238 - 245
  • [22] Text categorization of multilingual web pages in specific domain
    Liu, Jicheng
    Liang, Chunyan
    ADVANCES IN KNOWLEDGE DISCOVERY AND DATA MINING, PROCEEDINGS, 2008, 5012 : 938 - 944
  • [23] MUSEDA: Multilingual Unsupervised and Supervised Embedding for Domain Adaption
    Liang, Xujian
    Gu, Zhaoquan
    Xie, Yushun
    Wang, Le
    Tian, Zhihong
    KNOWLEDGE-BASED SYSTEMS, 2023, 273
  • [24] LVQ for text categorization using a multilingual linguistic resource
    Martín-Valdivia, MT
    García-Vega, M
    Ureña-López, LA
    NEUROCOMPUTING, 2003, 55 (3-4) : 665 - 679
  • [25] On the use of supervised features for unsupervised image categorization: An evaluation
    Ciocca, Gianluigi
    Cusano, Claudio
    Santini, Simone
    Schettini, Raimondo
    COMPUTER VISION AND IMAGE UNDERSTANDING, 2014, 122 : 155 - 171
  • [26] Unsupervised Cross-Modal Audio Representation Learning from Unstructured Multilingual Text
    Schindler, Alexander
    Gordea, Sergiu
    Knees, Peter
    PROCEEDINGS OF THE 35TH ANNUAL ACM SYMPOSIUM ON APPLIED COMPUTING (SAC'20), 2020, : 706 - 713
  • [27] Supervised term weighting for automated text categorization
    Debole, F
    Sebastiani, F
    TEXT MINING AND ITS APPLICATIONS, 2004, 138 : 81 - 97
  • [28] Unsupervised and self-supervised deep learning approaches for biomedical text mining
    Nadif, Mohamed
    Role, Francois
    BRIEFINGS IN BIOINFORMATICS, 2021, 22 (02) : 1592 - 1602
  • [29] PuzText: Self-Supervised Learning of Permuted Texture Representation for Multilingual Text Recognition
    Lu, Minjun
    Xu, Shugong
    Zhang, Xuefan
    IEEE ACCESS, 2024, 12 : 182883 - 182893
  • [30] Particle Swarm Optimization based Semi-Supervised Learning on Chinese Text Categorization
    Cheng, Shi
    Shi, Yuhui
    Qin, Quande
    2012 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC), 2012,