Full-Text Search:
Home|Journal Papers|About CNKI|User Service|FAQ|Contact Us|中文
《Computer Knowledge and Technology》 2010-12
Add to Favorite Get Latest Update

Design and Realization of Spam Filtering Model Based on Neural Model

ZHANG Yi,KONG Ying,ZHU Xiang(Zhejiang University of Science & Technology,Hangzhou 310023,China)  
This paper introduce the neural network model,especially discusses the application of the neural network in spam filtering.Firstly,content of the e-mail are analysed,converting it into form of html source code.Then we do feature extraction according to html language characteristic,so as to achieve the purpose of e-mail pre-processing.Finally,the pre-processing e-mail are using LVQ neural networks to design a classifier model in order to realize the purpose of separate ham from spam.The comparision test result show that the LVQ neural network classifier based on html characteristic has chieved relatively good results.
【CateGory Index】: TP393.098
Download(CAJ format) Download(PDF format)
CAJViewer7.0 supports all the CNKI file formats; AdobeReader only supports the PDF format.
【Citations】
Chinese Journal Full-text Database 2 Hits
1 XIAO Jiang 1, ZHANG Ya fei 2 (1.Institute of Communications Engineering, PLA Univ. of Sci. & Tech., Nanjing 210007, China; 2.Institute of Sciences, PLA Univ. of Sci. & Tech., Nanjing 211101, China);Application of Boosting Algorithm to Auto Text Categorization[J];Journal of PLA University of Science and Technology(Natural Science);2003-02
2 WANG Bin,PAN Wen-feng (Institute of Computing Technology, Chinese Academy of Sciences,Beiji ng 100080,China);A Survey of Content-based Anti-spam Email Filtering[J];Journal of Chinese Information Processing;2005-05
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 CHENG Wei-hua,YOU Jin-yuan(School of Software Engineering,Shanghai Jiaotong University,Shanghai 200030,China);The design and implementation of content-based anti-spam E-mail system[J];Journal of Anhui University(Natural Sciences);2007-03
2 HUANG Wen-liang1,2,LI Shi-jian1,LIU Ju-xin1,XU Cong-fu1(1.College of Computer Science,Zhejiang University,Hangzhou 310027,China;2.Zhejiang Branch of China Unicom Corporation Limited,Hangzhou 310006,China);A Large-Scale Online Spam Short Message Filtering System[J];Journal of Beijing University of Posts and Telecommunications;2008-03
3 DONG Zhen-xing1,2,LI Rong1,CHEN Long1(1.College of Computer Science and Technology,Chongqing University of Posts and Telecommunications,Chongqing 400065,P.R.China;2.School of Information Science and Technology,SouthWest JiaoTong University,Chengdu 610031,P.R.China);An email filtering method based on active learning and TCM-EKNN[J];Journal of Chongqing University of Posts and Telecommunications(Natural Science Edition);2011-01
4 DENG Wen-tao,WANG Guo-yin,DONG Zhen-xing(Institute of Computer Science and Technology,Chongqing University of Posts and Telecommunications,Chongqing 400065,P.R.China);A personalized E-mail classification method based on improved KNN[J];Journal of Chongqing University of Posts and Telecommunications(Natural Science Edition);2011-06
5 LEI Sheng-kai,HE Jia(School of Computers,CUIT,Chengdu 610225,China);Research of algorithm C4.5 and rough sets in data mining[J];Journal of Chengdu University of Information Technology;2009-01
6 LIU Yang (College of Information Science and Engineering,Bohai University,Jinzhou 121013,China);Study on spam email treatment model based on Bayesian method[J];Journal of Changchun Institute of Technology(Natural Sciences Edition);2007-03
7 TIAN Lin(Department of Computer,Sichuan University,Chengdu 610065,China);An Active Model Spam Filtering Technology Based on SMTP Session Control[J];Journal of Chuxiong Normal University;2009-06
8 SUN Jing-tao1,2,ZHANG Qiu-yu1,YUAN Zhan-ting1,and DONG Jian-she1(1.College of Computer and Communication,Lanzhou University of Technology Lanzhou 730050; 2.Gansu Oil Products Company,China Petroleum & Chemical Corporation Lanzhou 730030);Application of Game Theory for Email Feature Selection[J];Journal of University of Electronic Science and Technology of China;2011-01
9 Zhou Xin Wang Xiaoyu;Machine Learning and Data Mining[J];Computer Study;2010-03
10 ZHUANG Suo-fa;CHEN Xin-mei (College of Sciechces,Anhui Science and Technology University,Fengyang 233100,China);Resource of Preventing Junk Mails at Network Terminal[J];Computer Knowledge and Technology;2006-23
China Proceedings of conference Full-text Database 4 Hits
1 Qi WANG Information Technology Center,China Mobile Group Liaoning Company Limited,ShenYang,China;A Spam Recognition Scheme Based On Bayesian Decision Tree Algorithm[A];[C];2011
2 Huang Wenliang1,2 Li Shijian1 Liu Jiuxin1 Xu Congfu1 (1 College of Computer Science, Zhejiang University, Hangzhou, Zhejiang, 310027; 2 Zhejiang Branch of China Unicom Corporation Lid, Hangzhou, Zhejiang, 310006);The Designing and Realizing of Large-Scale Online Spam Message Filtering System[A];[C];2008
3 Sui Su Hongfei Lin Zheng Ye Department of Computer Science and Engineering,Dalian University of Technology,Dalian 116024;Character-based Language Modeling Approach for Spam Filtering[A];[C];2008
4 LI Jin~1 YUE Kun~2 HANG Fei-lu~1 (School of Software,Yunnan University,Kunming 650091,China)1 (School of Information Science and Engineering,Yunnan University,Kunming 650091,China)2;Method for Filtering Chinese Spam Based on the Adaptive Markov Model[A];[C];2008
【Secondary Citations】
Chinese Journal Full-text Database 4 Hits
1 Zhao Xiaoming Zheng Shaoren (Institute of Communications Engineering, Science and Technology University of P.L.A, Nanjing 210016, China);Analysis and Design of Electronic Mail Filter System[J];Journal of Southeast Univwrsity(Natural Science Edition);2001-05
2 PANG Jian feng,BU Dong bo,BAI Shuo (Institute of Computing Technology,Chinese Academy of Sciences,Beijing 100080,China);Research and Implementation of Text Categorization System Based on VSM[J];Application Research of Computers;2001-09
3 LIU Bin 1 HUANG Tie jun 2 CHENG Jun 3 GAO Wen 1 (1 Institute of Computing Technology Chinese Academy of Sciences Beijing 100080 2 Grduate School of Chinese Academy of Sciences Beijing 100080 3 The Library of Chinese Academy of Sciences Beijing 100080 China);A New Statistical-based Method in Automatic Text Classification[J];Journal of Chinese Information Processing;2002-06
4 LI Yu qin 1,SUN Li hua 2 (1.Beijing Information Technology Institute,Beijing 100101, China; 2.TRS Infromaton Technology Limited Company,Beijing 100101, China);Rule-based Automatic Category Application on Text Category[J];Journal of Chinese Information Processing;2004-04
©2006 Tsinghua Tongfang Knowledge Network Technology Co., Ltd.(Beijing)(TTKN) All rights reserved