A Text Classification Algorithm based on Feature Weighting

被引:2
|
作者
Yang, Han [1 ]
Cui, Honggang [1 ]
Tang, Hao [2 ]
机构
[1] Guangdong Univ Technol, Fac Comp, Guangzhou 510006, Guangdong, Peoples R China
[2] GDUT, Synergy Innovat Inst, Heyuan 517000, Peoples R China
来源
GREEN ENERGY AND SUSTAINABLE DEVELOPMENT I | 2017年 / 1864卷
关键词
Text Categorization; Feature Importance; Feature Weighting; Page Sorting;
D O I
10.1063/1.4992843
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
The text classification comes down to match according to certain characteristics of the data to be classified. Of course, the complete match is not possible, so the optimal matching result must be selected to complete the classification. Aiming at the shortcomings of the traditional KNN text classification algorithm, a KNN text classification algorithm based on feature weighting is proposed. The algorithm considers the contribution of each dimension to the classification of the model, gives different characteristics to different weights, improves the function of important features, and improves the classification accuracy of the algorithm.
引用
收藏
页数:4
相关论文
共 50 条
  • [1] A Kernel-based Feature Weighting for Text Classification
    Wittek, Peter
    Tan, Chew Lim
    IJCNN: 2009 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS, VOLS 1- 6, 2009, : 3062 - 3068
  • [2] Similarity Based Feature Weighting for Inter Domain Classification of Text
    Brindha, G. R.
    Santhi, B.
    JOURNAL OF MECHANICS OF CONTINUA AND MATHEMATICAL SCIENCES, 2018, 13 (04): : 155 - 172
  • [3] CWC: A clustering-based feature weighting approach for text classification
    Zhu, Lin
    Guan, Jihong
    Zhou, Shuigeng
    MODELING DECISIONS FOR ARTIFICIAL INTELLIGENCE, PROCEEDINGS, 2007, 4617 : 204 - +
  • [4] A Memetic Algorithm Based Feature Weighting for Metabolomics Data Classification
    ZHOU Jiarui
    ZHU Zexuan
    JI Zhen
    ChineseJournalofElectronics, 2014, 23 (04) : 706 - 711
  • [5] A memetic algorithm based feature weighting for metabolomics data classification
    Ji, Zhen, 1600, Chinese Institute of Electronics (23):
  • [6] A Memetic Algorithm Based Feature Weighting for Metabolomics Data Classification
    Zhou Jiarui
    Zhu Zexuan
    Ji Zhen
    CHINESE JOURNAL OF ELECTRONICS, 2014, 23 (04) : 706 - 711
  • [7] The Effects of Globalization Functions on Feature Weighting for Text Classification
    Dogan, Turgut
    Uysal, Alper Kursat
    2018 INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE AND DATA PROCESSING (IDAP), 2018,
  • [8] Single pass text classification by direct feature weighting
    Malik, Hassan H.
    Fradkin, Dmitriy
    Moerchen, Fabian
    KNOWLEDGE AND INFORMATION SYSTEMS, 2011, 28 (01) : 79 - 98
  • [9] Single pass text classification by direct feature weighting
    Hassan H. Malik
    Dmitriy Fradkin
    Fabian Moerchen
    Knowledge and Information Systems, 2011, 28 : 79 - 98
  • [10] A text classification algorithm based on feature library projection
    Yin S.
    Zheng H.
    Xu S.
    Rong H.
    Zhang N.
    Zhongnan Daxue Xuebao (Ziran Kexue Ban)/Journal of Central South University (Science and Technology), 2017, 48 (07): : 1782 - 1789