Statistical Rules for Thai Spam Detection

被引:4
|
作者
Songkhla, Chalermpol Na [1 ]
Piromsopa, Krerk [1 ]
机构
[1] Chulalongkorn Univ, Dept Comp Engn, Bangkok, Thailand
关键词
Spam filter; Rule-based classifier; Statistical-based classifier; Thai;
D O I
10.1109/ICFN.2010.39
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, we propose statistical rules for Thai spam detection. Our approach is to generate Thai rules for SpamAssassin which is a popular spam detection system. We combine the advantage of rule-based and statistical-based methods. Rules can be shared, but it must be updated frequently to cope with spammers' tactics. Statistical filter can adapt to new types of spam with few human intervention by retraining the misclassify messages. The knowledge of statistical filter is usually large and limited to a server. However, our Thai rules, inducted from statistical method, can easily be shared and can cope with new variations of spam messages. The results show that Thai rules can filter spam more efficiently.
引用
收藏
页码:238 / 242
页数:5
相关论文
共 50 条
  • [11] Statistical Features-Based Real-Time Detection of Drifted Twitter Spam
    Chen, Chao
    Wang, Yu
    Zhang, Jun
    Xiang, Yang
    Zhou, Wanlei
    Min, Geyong
    IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY, 2017, 12 (04) : 914 - 925
  • [12] Instagram Spam Detection
    Zhang, Wuxain
    Sun, Hung-Min
    2017 IEEE 22ND PACIFIC RIM INTERNATIONAL SYMPOSIUM ON DEPENDABLE COMPUTING (PRDC 2017), 2017, : 227 - 228
  • [13] SMSAD: a framework for spam message and spam account detection
    Kayode Sakariyah Adewole
    Nor Badrul Anuar
    Amirrudin Kamsin
    Arun Kumar Sangaiah
    Multimedia Tools and Applications, 2019, 78 : 3925 - 3960
  • [14] SMSAD: a framework for spam message and spam account detection
    Adewole, Kayode Sakariyah
    Anuar, Nor Badrul
    Kamsin, Amirrudin
    Sangaiah, Arun Kumar
    MULTIMEDIA TOOLS AND APPLICATIONS, 2019, 78 (04) : 3925 - 3960
  • [15] Exploiting the Spam Correlations in Scalable Online Social Spam Detection
    Xu, Hailu
    Hu, Liting
    Liu, Pinchao
    Guan, Boyuan
    CLOUD COMPUTING - CLOUD 2019, 2019, 11513 : 146 - 160
  • [16] Harnessing the Nature of Spam in Scalable Online Social Spam Detection
    Xu, Hailu
    Guan, Boyuan
    Liu, Pinchao
    Escudero, William
    Hu, Liting
    2018 IEEE INTERNATIONAL CONFERENCE ON BIG DATA (BIG DATA), 2018, : 3733 - 3736
  • [17] Automated generation of ham rules for Vietnamese spam filtering
    Quan Dang Dinh
    Quang Anh Tran
    Jiang, Frank
    2014 SEVENTH IEEE SYMPOSIUM ON COMPUTATIONAL INTELLIGENCE FOR SECURITY AND DEFENSE APPLICATIONS (CISDA), 2014, : 36 - 40
  • [18] RULES, REGULATIONS, AND THE RURAL THAI BUREAUCRACY
    RUBIN, HJ
    JOURNAL OF SOUTHEAST ASIAN STUDIES, 1980, 11 (01) : 50 - 73
  • [19] THAI CHOICE-OF-LAW RULES
    KIM, C
    INTERNATIONAL LAWYER, 1971, 5 (04): : 709 - 721
  • [20] Speed Up Statistical Spam Filter by Approximation
    Zhong, Zhenyu
    Li, Kang
    IEEE TRANSACTIONS ON COMPUTERS, 2011, 60 (01) : 120 - 134