An email classification scheme based on decision-theoretic rough set theory and analysis of email security

被引:0
|
作者
Zhao, Wenqing [1 ]
Zhu, Yongli [1 ]
机构
[1] North China Elect Power Univ, Sch Comp Sci & Technol, Baoding 071003, Hebei, Peoples R China
关键词
filtering; message systems; networks; security;
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
The effects of spam on network is discussed. Unsolicited messages or spam, flood our email boxes, viruses, worms, and denial-of service attacks that cripple computer networks may secret in spam. This threaten network security, stability and reliability seriously. In this paper, A new scheme based on decision-theoretic rough sets is introduced to classify emails into three categories - spam, no-spam and suspicious. By comparing with popular classification methods like Naive Bayes classification, our anti-Spam filter model reduce the error ratio that a non-spam is discriminated to spam, and we can find potential security problems of some email systems.
引用
收藏
页码:2237 / +
页数:3
相关论文
共 50 条
  • [41] An approach to emergency decision making based on decision-theoretic rough set over two universes
    Sun, Bingzhen
    Ma, Weimin
    Zhao, Haiyan
    SOFT COMPUTING, 2016, 20 (09) : 3617 - 3628
  • [42] Multiple-Category Classification with Decision-Theoretic Rough Sets
    Liu, Dun
    Li, Tianrui
    Hu, Pei
    Li, Huaxiong
    ROUGH SET AND KNOWLEDGE TECHNOLOGY (RSKT), 2010, 6401 : 703 - 710
  • [43] Maximum decision entropy-based attribute reduction in decision-theoretic rough set model
    Gao, Can
    Lai, Zhihui
    Zhou, Jie
    Zhao, Cairong
    Miao, Duoqian
    KNOWLEDGE-BASED SYSTEMS, 2018, 143 : 179 - 191
  • [44] A Decision-Theoretic Rough Set Approach to Multi-class Cost-Sensitive Classification
    Deng, Guojian
    Jia, Xiuyi
    ROUGH SETS, (IJCRS 2016), 2016, 9920 : 250 - 260
  • [45] Selecting Key Features for Remote Sensing Classification by Using Decision-Theoretic Rough Set Model
    Xie, Feng
    Chen, Dongmei
    Meligrana, John
    Lin, Yi
    Ren, Wenwei
    PHOTOGRAMMETRIC ENGINEERING AND REMOTE SENSING, 2013, 79 (09): : 787 - 797
  • [46] Decision region distribution preservation reduction in decision-theoretic rough set model
    Ma, Xi'ao
    Wang, Guoyin
    Yu, Hong
    Li, Tianrui
    INFORMATION SCIENCES, 2014, 278 : 614 - 640
  • [47] Decision-theoretic rough set model of multi-source decision systems
    Sang, Binbin
    Guo, Yanting
    Shi, Derong
    Xu, Weihua
    INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS, 2018, 9 (11) : 1941 - 1954
  • [48] Decision-theoretic rough set in lattice-valued decision information system
    Yu, Jianhang
    Li, Yingqin
    Chen, Minghao
    Zhang, Biao
    Xu, Weihua
    JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2019, 36 (04) : 3289 - 3301
  • [49] Decision-theoretic rough set model of multi-source decision systems
    Binbin Sang
    Yanting Guo
    Derong Shi
    Weihua Xu
    International Journal of Machine Learning and Cybernetics, 2018, 9 : 1941 - 1954
  • [50] Minimal decision cost reduct in fuzzy decision-theoretic rough set model
    Song, Jingjing
    Tsang, Eric C. C.
    Chen, Degang
    Yang, Xibei
    KNOWLEDGE-BASED SYSTEMS, 2017, 126 : 104 - 112