2010 · 74 citations · 19 references
Botnet HostsAbuse DetectionSpam FilteringSecurity DiagnosticsPolymorphic E-mail MessagesData ScienceEngineeringInformation SecurityThreat DetectionInformation ForensicsComputer ScienceBotnet DetectionCommunicationBotnet JudoMail Servers
We have traditionally viewed spam from the receiver’s point of view: mail servers assaulted by a barrage of spam from which we must pick out a handful of legitimate messages. In this paper we describe a system for better filtering spam by exploiting the vantage point of the spammer. By instantiating and monitoring botnet hosts in a controlled environment, we are able to monitor new spam as it is created, and consequently infer the underlying template used to generate polymorphic e-mail messages. We demonstrate this approach on mail traces from a range of modern botnets and show that we can automatically filter such spam precisely and with virtually no false positives.
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A Bayesian Approach to Filtering Junk E-Mail
Mehran Sahami, Susan Dumais, David Heckerman et al. · 1998 · 1.2K citations
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