Comparison of Text Categorization Algorithms

被引：3
|
作者：
SHI Yong-feng
机构：
来源：
Wuhan University Journal of Natural Sciences | 2004年 / 05期
关键词：
text categorization; naive bayes; KNN; SVM; neural network;
D O I：
暂无
中图分类号：
TP391.1 [文字信息处理];
学科分类号：
081203 ; 0835 ;
摘要：
This paper summarizes several automatic text categorization algorithms in common use recently, analyzes and compares their advantages and disadvantages. It provides clues for making use of appropriate automatic classifying algorithms in different fields. Finally some evaluations and summaries of these algorithms are discussed, and directions to further research have been pointed out.
引用
收藏
页码：798 / 804
页数：7
相关论文
共 50 条
  • [1] New boosting algorithms for text categorization
    Diao, LL
    Lu, MY
    Hu, KY
    Lu, YC
    Shi, CY
    [J]. PROCEEDINGS OF THE 4TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-4, 2002, : 2326 - 2329
  • [2] MFCC and ARM Algorithms for Text Categorization
    Srinivas, M.
    Spreethi, K. P.
    Prasad, E. V.
    Kumari, S. Anitha
    [J]. ICCN: 2008 INTERNATIONAL CONFERENCE ON COMPUTING, COMMUNICATION AND NETWORKING, 2008, : 698 - +
  • [3] Experiments on supervised learning algorithms for text categorization
    Nambuni, Setu Madhavi
    Tu, Haiying
    Luo, Jianhui
    Pattipati, Krishna R.
    [J]. 2005 IEEE AEROSPACE CONFERENCE, VOLS 1-4, 2005, : 3102 - 3109
  • [4] Parallel nearest neighbour algorithms for text categorization
    Gil-Garcia, Reynaldo
    Badia-Contelles, Jose Manuel
    Pons-Porrata, Aurora
    [J]. EURO-PAR 2007 PARALLEL PROCESSING, PROCEEDINGS, 2007, 4641 : 328 - +
  • [5] An empirical comparison of text categorization methods
    Cardoso-Cachopo, A
    Oliveira, AL
    [J]. STRING PROCESSING AND INFORMATION RETRIEVAL, PROCEEDINGS, 2003, 2857 : 183 - 196
  • [6] A Comparison of Word- and Sense-Based Text Categorization Using Several Classification Algorithms
    Athanasios Kehagias
    Vassilios Petridis
    Vassilis G. Kaburlasos
    Pavlina Fragkou
    [J]. Journal of Intelligent Information Systems, 2003, 21 : 227 - 247
  • [7] A comparison of word- and sense-based text categorization using several classification algorithms
    Kehagias, A
    Petridis, V
    Kaburlasos, VG
    Fragkou, P
    [J]. JOURNAL OF INTELLIGENT INFORMATION SYSTEMS, 2003, 21 (03) : 227 - 247
  • [8] A comparison of several ensemble methods for text categorization
    Dong, YS
    Han, KS
    [J]. 2004 IEEE INTERNATIONAL CONFERENCE ON SERVICES COMPUTING, PROCEEDINGS, 2004, : 419 - 422
  • [9] Performance Evaluation of Text Categorization Algorithms Using an Albanian Corpus
    Trandafili, Evis
    Kote, Nelda
    Biba, Marenglen
    [J]. ADVANCES IN INTERNET, DATA & WEB TECHNOLOGIES, 2018, 17 : 537 - 547
  • [10] Automated essay assessment system using text categorization algorithms
    Tahani, H
    Pino, JA
    [J]. MLMTA'03: INTERNATIONAL CONFERENCE ON MACHINE LEARNING; MODELS, TECHNOLOGIES AND APPLICATIONS, 2003, : 102 - 107
12345