Study on the Method of Feature Selection Based on Hybrid Model for Text Classification

被引：4
|
作者：
Li, Runzhi [1 ]
Zhang, Yangsen [1 ]
机构：
[1] Beijing Informat Sci & Technol Univ, Inst Intelligence Informat Proc, Beijing 100192, Peoples R China
来源：
MATERIALS SCIENCE AND INFORMATION TECHNOLOGY, PTS 1-8 | 2012年 / 433-440卷
关键词：
feature selection; text classification; hybrid model; Naive Bayes;
D O I：
10.4028/www.scientific.net/AMR.433-440.2881
中图分类号：
TP39 [计算机的应用];
学科分类号：
081203 ; 0835 ;
摘要：
In this paper, we study on the problem of how to combine feature selection models in text classification,and present a method through build the hybrid model for feature selection,this hybrid model combined with advantage of four feature selection models (DF,MI, IG, CHI), then we use the Naive Bayes model as classifier to verify the effect of the hybrid feature selelction model,and experiments shows that the hybrid model is correct and effective and get good performance in text classification.
引用
收藏
页码：2881 / 2886
页数：6
相关论文
共 50 条
  • [41] A Feature Selection Method Based on Fisher's Discriminant Ratio for Text Sentiment Classification
    Wang, Suge
    Li, Deyu
    Wei, Yingjie
    Li, Hongxia
    [J]. WEB INFORMATION SYSTEMS AND MINING, PROCEEDINGS, 2009, 5854 : 88 - +
  • [42] Fast hybrid dimensionality reduction method for classification based on feature selection and grouped feature extraction
    Li, Mengmeng
    Wang, Haofeng
    Yang, Lifang
    Liang, You
    Shang, Zhigang
    Wan, Hong
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 2020, 150
  • [43] Hybrid Feature Selection Method for Supervised Classification Based on Laplacian Score Ranking
    Solorio-Fernandez, Saul
    Ariel Carrasco-Ochoa, J.
    Fco. Martinez-Trinidad, Jose
    [J]. ADVANCES IN PATTERN RECOGNITION, 2010, 6256 : 260 - 269
  • [44] AN INTELLIGENT FEATURE SELECTION AND CLASSIFICATION METHOD BASED ON HYBRID ABC-SVM
    Jie Li
    Zhang, Qiuwen
    Zhang Yongzhi
    Li Chang
    Xiao Jian
    [J]. INTERNATIONAL JOURNAL ON SMART SENSING AND INTELLIGENT SYSTEMS, 2016, 9 (04): : 1859 - 1876
  • [45] Relevance popularity: A term event model based feature selection scheme for text classification
    Feng, Guozhong
    An, Baiguo
    Yang, Fengqin
    Wang, Han
    Zhang, Libiao
    [J]. PLOS ONE, 2017, 12 (04):
  • [46] Hybrid feature selection model for classification of lung disorders
    Vivekanandan Dharmalingam
    Dhananjay Kumar
    [J]. Journal of Ambient Intelligence and Humanized Computing, 2022, 13 : 5609 - 5625
  • [47] Hybrid feature selection model for classification of lung disorders
    Dharmalingam, Vivekanandan
    Kumar, Dhananjay
    [J]. JOURNAL OF AMBIENT INTELLIGENCE AND HUMANIZED COMPUTING, 2021, 13 (12) : 5609 - 5625
  • [48] Feature selection based on genetic algorithm and hybrid model for sentiment polarity classification
    Kalaivani, P.
    Shunmuganathan, K. L.
    [J]. INTERNATIONAL JOURNAL OF DATA MINING MODELLING AND MANAGEMENT, 2016, 8 (04) : 315 - 329
  • [49] Dynamic feature selection in text classification
    Doan, Son
    Horiguchi, Susumu
    [J]. INTELLIGENT CONTROL AND AUTOMATION, 2006, 344 : 664 - 675
  • [50] Feature selection for text classification: A review
    Deng, Xuelian
    Li, Yuqing
    Weng, Jian
    Zhang, Jilian
    [J]. MULTIMEDIA TOOLS AND APPLICATIONS, 2019, 78 (03) : 3797 - 3816
12345