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《Computer Engineering and Applications》 2006-13
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Research of Multi-layer Text Categorization Method Based on SMO

He Jianbing1 He Qing2 Shi Zhongzhi2 1(College of Software Engineering,Graduate School of The Chinese Academy of Sciences,Beijing 100049) 2(The Key Laboratory of Intelligent Information Processing,Institute of Computing Technology, Chinese Academy of Sciences,Beijing 100080)  
In former automatic text categorization research,most of the prevalent classification technologies divided text into several classes in one lever.However,with the increase of quantity of information retrieval,this flat kind organization classification is more and more unsuitable to the information retrieval task with vast information,and it hampers the improvement of the information retrieval speed.This paper tries to adopt SMO algorithm to establish a multi-layer SVM text categorization system.
【Fund】: 国家自然科学基金资助项目(编号:60435010);; 国家863高技术研究发展计划资助项目(编号:2003AA115220);; 中澳科技合作特别基金项目;; 北京市自然科学基金资助项目(编号:4052025)
【CateGory Index】: TP391.1
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【References】
Chinese Journal Full-text Database 2 Hits
1 FAN Jie-ting,LAI Hui-cheng College of Information Science & Engineering,Xinjiang University,Urumuqi 830046,China;Spam filter approach based on Support Vector Machine[J];Computer Engineering and Applications;2008-28
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【Co-references】
Chinese Journal Full-text Database 10 Hits
1 JIAO Ya-bing (Shan Dong Ying Cai Vocational Technology College,Linan 250104,China);Analysis and Study of Instruction Detection System in Network[J];Journal of Anyang Institute of Technology;2006-04
2 Li Qingrong Ma Zheng (Inst. Of Electronic Eng., Inst. of Communication Eng. And Information Eng., UEST of China Chengdu 610054);A Iris location Algorithm[J];Journal of University of Electronic Science and Technology of China;2002-01
3 Gong Jian Lu Sheng (Department of Computer Science and Engineering, Southeast University, Nanjing 210096, China);Intrusion detection in large-scale network[J];Journal of Southeast Univwrsity(Natural Science Edition);2002-03
4 LI Rong,YE Shi wei,SHI Zhong zhi(1 Dept.of Computing,Graduate School,Science and Technology University of China,Beijing 100039,China;2 National Key Laboratory of Intelligent Information Technology Process,The Institute of Computing Technology,Chinese;SVM-KNN Classifier——A New Method of Improving the Accuracy of SVM Classifier[J];Acta Electronica Sinica;2002-05
5 HUANG Fa_liang~1,ZHONG Zhi~2(1.Department of Computer Science,Guangxi Normal University,Guilin 541000,China;2.Department of Mathematics and Computer Science,Guangxi Teachers College,Nanning 530001,China);Support Vector Machine Used in Classification[J];Journal of Guangxi Teachers College;2004-03
6 LI Hui, GUAN Xiao-Hong, ZAN Xin, and HAN Chong-Zhao (Center for Networked Systems and Information Security, State Key Laboratory of Manufacturing Systems, at Xi'an Jiaotong University, Xi'an 710049);Network Intrusion Detection Based on Support Vector Machine[J];Journal of Computer Research and Development;2003-06
7 QIU De Hong, CHEN Chuan Bo, and JIN Xian Ji (College of Computer Science and Technology, Huazhong University of Science and Technology, Wuhan 430074);Confidence Learning Machine Based on Algorithmic Theory of Randomness and Dissimilarity Description[J];Journal of Computer Research and Development;2004-09
8 Li Ronglu, Wang Jianhui, Chen Xiaoyun, Tao Xiaopeng, and Hu Yunfa (Department of Computing and Information Technology, Fudan University, Shanghai 200433);Using Maximum Entropy Model for Chinese Text Categorization[J];Journal of Computer Research and Development;2005-01
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10 Li Dun 1,2 Liang Jiye 11 (Department of Computer Science,Shanxi University,Taiyuan030006) 2 (Modern Education Technology Center,Shanxi University,Taiyuan030006);The Research of Text-Classification Based on Cluster and Rough Sets[J];Computer Engineering and Applications;2003-07
【Secondary References】
Chinese Journal Full-text Database 2 Hits
1 HE Hai-bin, SI Jian-hui (College of Mathematics and Computer Science, Hebei University, Baoding 071002, China);Comparative Study on Feature Extraction in Large-scale Text Categorization[J];Computer Knowledge and Technology;2009-21
2 Yang Lihua,Li Baolin(School of Economics and Management,Hubei Automotive Industries Institute,Shiyan 442002,China);Application of SMO Algorithm in Spam Filtering System[J];Journal of Hubei Automotive Industries Institute;2009-01
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