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A Personal Antispam System Based on a Behaviour-Knowledge Space Approach

Capitolo di libro
Data di Pubblicazione:
2009
Abstract:
In their daily work and common life, people suffer serious problems with Unsolicited Commercial E-mails (UCE), commonly known as spam: common people, small companiesand large public or private institutions feel that spam has weakened the reliability and effectiveness of email as an efficient tool for communicating. To establish simple, fast and effective countermeasures against spam attacks is a necessary strategy of a modern mailing management system. In this chapter we describe a novel method for detecting spam messages, analyzing both text and image attached components.In particular, we describe an architecture for deploying a personal antispam system able to overcomesome problems that are still boarded on the state-of-the-art spam filters. Text analysis is accomplished considering recent advances in both semantic and syntactical analysis; in addition, spammers tricks based on images are also taken into account. A Behaviour Knowledge Space approach for fusing the different results coming from the analysis of the different parts of the e-mails enhances the performance of the proposed system, as described by the experiments we have carried out.
Tipologia CRIS:
02.01 Contributo in volume (Capitolo o Saggio)
Keywords:
text-based and image-based spam; Singular Value Decomposition; Latent Semantic Analysis; Pattern Recognition; Image Analysis; combining classifiers; Behaviour Knowledge Space
Elenco autori:
Gargiulo, Francesco
Autori di Ateneo:
GARGIULO FRANCESCO
Link alla scheda completa:
https://iris.cnr.it/handle/20.500.14243/317139
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