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Email categorization using multi-stage classification technique

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Version 2 2024-06-06, 11:15
Version 1 2014-10-27, 16:46
conference contribution
posted on 2024-06-06, 11:15 authored by M 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

This material is presented to ensure timely dissemination of scholarly and technical work. Copyright and all rights therein are retained by authors or by other copyright holders. All persons copying this information are expected to adhere to the terms and constraints invoked by each author's copyright. In most cases, these works may not be reposted without the explicit permission of the copyright holder.

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)

Publisher

IEEE Computer Society

Place of publication

Los Alamitos, Calif.

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