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An innovative analyser for email classification based on grey list analysis

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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
In this paper we propose a new technique of email classification based on grey list (GL) analysis of user emails. This technique is based on the analysis of output emails of an integrated model which uses multiple classifiers of statistical learning algorithms. The GL is a list of classifier/(s) output which is/are not considered as true positive (TP) and true negative (TN) but in the middle of them. Many works have been done to filter spam from legitimate emails using classification algorithm and substantial performance has been achieved with some amount of false positive (FP) tradeoffs. In the case of spam detection the FP problem is unacceptable, sometimes. The proposed technique will provide a list of output emails, called "grey list (GL)", to the analyser for making decisions about the status of these emails. It has been shown that the performance of our proposed technique for email classification is much better compare to existing systems, in order to reducing FP problems and accuracy.

History

Pagination

176-182

Location

Dalian, China

Open access

  • Yes

Start date

2007-09-18

End date

2007-09-21

ISBN-13

9780769529431

ISBN-10

0769529437

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)

Li K, Xiang Y, Jin H, Qu W, Cao Z

Title of proceedings

2007 IFIP International Conference on Network and Parallel Computing Workshops : proceedings : NPC 2007, 18-21 September, 2007, Dalian, China

Event

NPC 2007 (2007 : Dalian, China)

Publisher

IEEE Computer Society

Place of publication

Los Alimitos, Calif.

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