Version 2 2024-06-06, 11:15Version 2 2024-06-06, 11:15
Version 1 2014-10-27, 16:46Version 1 2014-10-27, 16:46
conference contribution
posted on 2024-06-06, 11:15authored byM Islam, W Zhou
This paper presents an innovative email categorization using a serialized multi-stage classification ensembles technique. Many approaches are used in practice for email categorization to control the menace of spam emails in different ways. Content-based email categorization employs filtering techniques using classification algorithms to learn to predict spam e-mails given a corpus of training e-mails. This process achieves a substantial performance with some amount of FP tradeoffs. It has been studied and investigated with different classification algorithms and found that the outputs of the classifiers vary from one classifier to another with same email corpora. In this paper we have proposed a multi-stage classification technique using different popular learning algorithms with an analyser which reduces the FP (false positive) problems substantially and increases classification accuracy compared to similar existing techniques.
History
Pagination
51-58
Location
Adelaide, Australia
Open access
Yes
Start date
2007-12-03
End date
2007-12-06
ISBN-13
9780769530499
ISBN-10
0769530494
Language
eng
Notes
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Publication classification
E1 Full written paper - refereed
Copyright notice
2007, IEEE
Editor/Contributor(s)
Munro D, Shen H, Sheng Q, Detmold H, Falkner K, Izu C, Coddington P, Alexander B, Zheng SQ
Title of proceedings
PDCAT 2007 : Eighth International Conference on Parallel and Distributed Computing, Applications and Technologies : 3-6 December, 2007, Adelaide, Australia
Event
International Conference on Parallel and Distributed Computing, Applications and Technologies (8th : 2007 : Adelaide, Australia)