Research on SVM-Based Automatic Classification of Chinese Web Page

被引：0
|
作者：
Song, Jie [1 ]
Liu, Yanque [1 ]
Li, Nana [1 ]
Gu, Junhua [1 ]
机构：
[1] Hebei Univ Technol, Coll Comp Sci & Software, Tianjin 300401, Peoples R China
来源：
PROGRESS IN INTELLIGENCE COMPUTATION AND APPLICATIONS | 2008年
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：
This paper deals with Chinese web page classification based on support vector machine (SVM). Some methods are proposed for text extraction and Chinese word segment. And it discusses the different contribution to text classification on different locations of the page. The SVM classifier is applied on classification. The results showed that the performance of the classification has further improved, for the text without noisy blocks after extraction, high correct rate of Chinese word segment. In addition, picking the title, keywords and description out, and increasing its weighs can also improve the accuracy of classification.
引用
收藏
页码：160 / 164
页数：5
相关论文
共 50 条
  • [21] A SVM-based Algorithm for Automatic Species Classification of A Marine Diatom Genus Coscinodiscus Ehrenberg
    Luo Jinfei
    Luo Qiaoqi
    Gao Yahui
    Chen Changping
    Liang Junrong
    Yang Chenhui
    2010 4TH INTERNATIONAL CONFERENCE ON BIOINFORMATICS AND BIOMEDICAL ENGINEERING (ICBBE 2010), 2010,
  • [22] Chinese Web Page Classification Based on Vector Space Model
    Wei, Li
    Zhang, Ling
    Li, Huamei
    Chen, Xiaozhou
    ADVANCES IN MECHATRONICS, AUTOMATION AND APPLIED INFORMATION TECHNOLOGIES, PTS 1 AND 2, 2014, 846-847 : 1801 - 1804
  • [23] An Efficient Automatic Brain Tumor Classification Using LBP Features and SVM-Based Classifier
    Deepika, Kancherla
    Bodapati, Jyostna Devi
    Srihitha, Ravu Krishna
    PROCEEDINGS OF INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND DATA ENGINEERING (ICCIDE 2018), 2019, 28 : 163 - 170
  • [24] An optimal svm-based text classification algorithm
    Wang, Zi-Qiang
    Sun, Xia
    Zhang, De-Xian
    Li, Xin
    PROCEEDINGS OF 2006 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-7, 2006, : 1378 - +
  • [25] SVM-based video scene classification and segmentation
    Zhu, Yingying
    Ming, Zhong
    MUE: 2008 INTERNATIONAL CONFERENCE ON MULTIMEDIA AND UBIQUITOUS ENGINEERING, PROCEEDINGS, 2008, : 407 - 412
  • [26] SVM-based handwritten Chinese character recognition
    Gao, X
    Jin, LW
    Yin, JX
    Huang, JC
    8TH INTERNATIONAL CONFERENCE ON NEURAL INFORMATION PROCESSING, VOLS 1-3, PROCEEDING, 2001, : 1355 - 1359
  • [27] Multiresolution histograms for SVM-based texture classification
    Andra, S
    Wu, YJ
    IMAGE ANALYSIS AND RECOGNITION, 2005, 3656 : 754 - 761
  • [28] SVM-Based DOA estimation with classification optimization
    Faye, A.
    Ndaw, J. D.
    Sene, M.
    2018 26TH TELECOMMUNICATIONS FORUM (TELFOR), 2018, : 168 - 171
  • [29] A new SVM-based mix audio classification
    Mahale, Pejman Mowlaee Begzade
    Rashidi, Mahsa
    Faez, Karim
    Sayadiyan, Abolghasem
    PROCEEDINGS OF THE 40TH SOUTHEASTERN SYMPOSIUM ON SYSTEM THEORY, 2008, : 198 - 202
  • [30] SVM-based classification method for poetry style
    He, Zhong-Shi
    Liang, Wen-Ting
    Li, Liang-Yan
    Tian, Yu-Fang
    PROCEEDINGS OF 2007 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-7, 2007, : 2936 - +
12345