Multi-classifier classification of spam email on a ubiquitous multi-core architecture
|dc.contributor.editor||Jian Cao, Minglu Li, Chuliang Weng, Yang Xiang, Xin Wang, Hong Tang, Feng Hong, Hong Liu, Yinglin Wang|
|dc.identifier.citation||Islam, Md. and Singh, Jaipal and Chonka, Ashley and Zhou, Wanlei. 2008. Multi-classifier classification of spam email on a ubiquitous multi-core architecture, in Cao, J. and Li, M. and Weng, Ch. and Xiang, Y. and Wang, X. and Tang, H. and Hong, F. and Liu, H. and Wang, Y. (ed), IFIP International Conference on Network and Parallel Computing (NPC) Workshops, Oct 18 2008, pp. 210-217. Shanghai, China: Institute of Electrical and Electronics Engineers (IEEE) Computer Society|
This paper presents an innovative fusion based multi-classifier email classification on a ubiquitous multi-core architecture. Many approaches use text-based single classifiers or multiple weakly trained classifiers to identify spam messages from a large email corpus. We build upon our previous work on multi-core by apply our ubiquitous multi-core framework to run our fusion based multi-classifier architecture. By running each classifier process in parallel within their dedicated core, we greatly improve the performance of our proposed multi-classifier based filtering system. Our proposed architecture also provides a safeguard of user mailbox from different malicious attacks. Our experimental results show that we achieved an average of 30% speedup at the average cost of 1.4ms. We also reduced the instance of false positive, which is one of the key challenges in spam filtering system, and increases email classification accuracy substantially compared with single classification techniques.
|dc.publisher||Institute of Electrical and Electronics Engineers (IEEE) Computer Society|
|dc.title||Multi-classifier classification of spam email on a ubiquitous multi-core architecture|
|dcterms.source.title||Proceedings of the IFIP international conference on network and parallel computing (NPC) workshops|
|dcterms.source.series||Proceedings of the IFIP international conference on network and parallel computing (NPC) workshops|
|dcterms.source.conference||IFIP International Conference on Network and Parallel Computing (NPC) Workshops|
|dcterms.source.conference-start-date||18 Oct 2008|
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|curtin.department||Centre for Extended Enterprises and Business Intelligence|
|curtin.faculty||Curtin Business School|
|curtin.faculty||School of Information Systems|