An optimal svm-based text classification algorithm

被引：0
|
作者：
Wang, Zi-Qiang [1 ]
Sun, Xia [1 ]
Zhang, De-Xian [1 ]
Li, Xin [1 ]
机构：
[1] Henan Univ Technol, Sch Informat & Engn, Zhengzhou 450052, Peoples R China
来源：
PROCEEDINGS OF 2006 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-7 | 2006年
基金：
中国国家自然科学基金;
关键词：
text classification; SVM; optimal strategies;
D O I：
暂无
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
The goal of a text classification system is to determine whether a given document belongs to which of the predefined categories. An optimal SVM algorithm for text classification via multiple optimal strategies is proposed in this paper. The experimental results indicate that the proposed optimal classification algorithm yields much better performance than other conventional algorithms.
引用
收藏
页码：1378 / +
页数：2
相关论文
共 50 条
  • [1] A SVM-based Text Classification Method with SSK-means clustering algorithm
    Yan, Hongcan
    Lin, Chen
    Li, Bicheng
    2009 INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE AND COMPUTATIONAL INTELLIGENCE, VOL II, PROCEEDINGS, 2009, : 379 - 383
  • [2] Optimal arrangements of hyperplanes for SVM-based multiclass classification
    Blanco, Victor
    Japon, Alberto
    Puerto, Justo
    ADVANCES IN DATA ANALYSIS AND CLASSIFICATION, 2020, 14 (01) : 175 - 199
  • [3] Optimal arrangements of hyperplanes for SVM-based multiclass classification
    Víctor Blanco
    Alberto Japón
    Justo Puerto
    Advances in Data Analysis and Classification, 2020, 14 : 175 - 199
  • [4] Interval SVM-Based Classification Algorithm Using the Uncertainty Trick
    Utkin, Lev V.
    Zhuk, Yulia A.
    INTERNATIONAL JOURNAL ON ARTIFICIAL INTELLIGENCE TOOLS, 2017, 26 (04)
  • [5] An optimal Text categorization algorithm based on SVM
    Wang, Ziqiang
    Sun, Xia
    Zhang, Dexian
    2006 INTERNATIONAL CONFERENCE ON COMMUNICATIONS, CIRCUITS AND SYSTEMS PROCEEDINGS, VOLS 1-4: VOL 1: SIGNAL PROCESSING, 2006, : 2137 - +
  • [6] A SVM-Based Text Classification System for Knowledge Organization Method of Crop Cultivation
    Ji, Laiqing
    Cheng, Xinrong
    Kang, Li
    Li, Daoliang
    Li, Daiyi
    Wang, Kaiyi
    Chen, Yingyi
    COMPUTER AND COMPUTING TECHNOLOGIES IN AGRICULTURE V, PT I, 2012, 368 : 318 - +
  • [7] SVM-Based Classification of Moving Objects
    Li, Zhanchuang
    Jiang, Jianmin
    Xiao, Guoqiang
    MULTIMEDIA, COMPUTER GRAPHICS AND BROADCASTING, PROCEEDINGS, 2009, 60 : 37 - 45
  • [8] SVM-based audio scene classification
    Jiang, HC
    Bai, JM
    Zhang, SW
    Xu, B
    PROCEEDINGS OF THE 2005 IEEE INTERNATIONAL CONFERENCE ON NATURAL LANGUAGE PROCESSING AND KNOWLEDGE ENGINEERING (IEEE NLP-KE'05), 2005, : 131 - 136
  • [9] A SVM-based classification selection algorithm for the automatic selection of guide star
    Zheng, S
    Xiong, CY
    Wu, WR
    Tian, JW
    Liu, J
    THIRD INTERNATIONAL SYMPOSIUM ON MULTISPECTRAL IMAGE PROCESSING AND PATTERN RECOGNITION, PTS 1 AND 2, 2003, 5286 : 175 - 178
  • [10] Research of SVM-based document classification
    Zhang, ZhenNan
    Xu, Qian
    Cui, Junbo
    Pu, Duan
    Information, Management and Algorithms, Vol II, 2007, : 260 - 263
12345