dc.contributor.author | HAAHR, MADS | |
dc.date.accessioned | 2010-01-21T14:59:38Z | |
dc.date.available | 2010-01-21T14:59:38Z | |
dc.date.created | July-August | en |
dc.date.issued | 2004 | |
dc.date.submitted | 2004 | en |
dc.identifier.citation | Alan Gray and Mads Haahr `Personalised, Collaborative Spam Filtering? in proceedings of the First Conference on Email and Anti-Spam (CEAS), Mountain View, CA, USA, July-August, 2004 | en |
dc.identifier.other | Y | |
dc.identifier.uri | http://hdl.handle.net/2262/36128 | |
dc.description | PUBLISHED | en |
dc.description.abstract | The state of the art sees content-based filters tending towards collaborative filters, whereby
email is filtered at the MTA with users feeding information back about false positives and negatives.
While this improves the ability of the filter to track concept drift in spam over time, such approaches
make assumptions implicit in centralised spam filtering, such as that all users consider the same email
to be spam. In this paper, we detail and analyse these assumptions and describe how they affect
spam filtering. We present an architecture for personalised, collaborative spam filtering and describe
the design and implementation of proof-of-concept, peer-to-peer, signature-based system based on the
architecture. The evaluation is based on real-world users employing the system as their spam-filtering
tool. Preliminary analysis of the results indicates that the implementation is accurate and efficient. | en |
dc.format.extent | 99400 bytes | |
dc.format.mimetype | application/pdf | |
dc.language.iso | en | en |
dc.publisher | Distributed Systems Group | en |
dc.rights | Y | en |
dc.subject | Computer Science | |
dc.title | Personalised, Collaborative Spam Filtering | en |
dc.type | Conference Paper | en |
dc.contributor.sponsor | Enterprise Ireland | |
dc.type.supercollection | scholarly_publications | en |
dc.type.supercollection | refereed_publications | en |
dc.identifier.peoplefinderurl | http://people.tcd.ie/haahrm | |
dc.identifier.rssinternalid | 12201 | |