Title :
P2P-based collaborative spam detection and filtering
Author :
Damiani, Ernesto ; De Capitani di Vimercati, Sabrina ; Paraboschi, Stefano ; Samarati, Pierangela
Author_Institution :
Dip. di Tecnologie dell´´Informazione, Universita degli Studi di Milano, Crema, Italy
Abstract :
Spam is one of the major problems of today email systems. While many solutions have been proposed to automatically detect and filter spam, spammers are getting more and more technically sophisticated and aware of internal workings of anti-spam systems, finding ways to disguise their emails to get around the different controls that can be enforced. We propose a decentralized privacy-preserving approach to spam filtering. Our solution exploits robust digests to identify messages that are a slight variation of one another and a structured peer-to-peer architecture between mail servers to collaboratively share knowledge about spam.
Keywords :
data privacy; groupware; peer-to-peer computing; unsolicited e-mail; P2P-based collaborative spam detection; antispam systems; collaboratively knowledge sharing; decentralized privacy-preservation; email systems; mail servers; peer-to-peer architecture; spam filtering; Automatic control; Collaboration; Collaborative work; Control systems; Electronic mail; Filtering; Filters; Peer to peer computing; Robustness; Unsolicited electronic mail;
Conference_Titel :
Peer-to-Peer Computing, 2004. Proceedings. Proceedings. Fourth International Conference on
Print_ISBN :
0-7695-2156-8
DOI :
10.1109/PTP.2004.1334945