Adaptive spam filtering using only Naive Bayes text classifiers

5th Conference on Email and Anti-Spam, CEAS 2008

Volumn , Issue , 2008, Pages

  Kosmopoulos, Aris ^a,b   Paliouras, Georgios ^a   Androutsopoulos, Ion ^b,c  

^a INSTITUTE OF INFORMATICS AND TELECOMMUNICATIONS   (Greece)

^b ATHENS UNIVERSITY OF ECONOMICS AND BUSINESS   (Greece)

^c IMSI Athena Research Centre   (Greece)

Author keywords

[No Author keywords available]

Indexed keywords

ARTIFICIAL INTELLIGENCE; CLASSIFIERS; ELECTRONIC MAIL; LEARNING SYSTEMS;

ACTIVE LEARNING METHODS; NAIVE BAYES; NAIVE BAYES CLASSIFIERS; NAIVE BAYES TEXT CLASSIFIER; SPAM E-MAILS; SPAM FILTER; SPAM FILTERING;

INTERNET;

EID: 84904816005     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (6)

1. I. Androutsopoulos, J. Koutsias, K. Chandrinos, and C. Spyropoulos. An experimental comparison of Naive Bayesian and keyword-based anti-spam filtering with encrypted personal e-mail messages. In 23rd ACM SIGIR Conference, pages 160-167, Athens, Greece, 2000.
2. A. McCallum and K. Nigam. A comparison of event models for Naive Bayes text classification. In AAAI Workshop on Learning for Text Categorization, pages 41-48, Madison, Wisconsin, 1998.
3. V. Metsis, I. Androutsopoulos, and G. Paliouras. Spam Filtering with Naive Bayes-Which Naive Bayes? In Proceedings of 3rd Conference on E-mail and Anti-Spam (CEAS 2006), Mountain View, CA, USA, 2006.
4. J. D. M. Rennie, L. Shih, and D. R. Karger. Tackling the Poor Assumptions of Naive Bayes text Classifiers. In 20th International Conference on Machine Learning, Washington DC, 2003.
5. M. Sahami, S. Dumais, D. Heckerman, and E. Horvitz. A Bayesian approach to filtering junk e-mail. In Learning for Text Categorization-Papers from the AAAI Workshop, pages 550-62, Madison, Wisconsin, 1998.
6. K.-M. Schneider. A comparison of event models for Naive Bayes anti-spam e-mail filtering. In 10th Conference of the European Chapter of the ACL, pages 307-314, Budapest, Hungary, 2003.