Spam Classification Based on E-Mail Path Analysis

被引:1
作者
Palla, Srikanth [1 ]
Dantu, Ram [2 ,3 ]
Cangussu, Joao W. [4 ]
机构
[1] Univ North Texas, Denton, TX 76203 USA
[2] Univ North Texas, Dept Comp Sci & Engn, Denton, TX 76203 USA
[3] Univ North Texas, Network Secur Lab, Denton, TX 76203 USA
[4] Univ Texas Dallas, Dept Comp Sci, Richardson, TX 75083 USA
关键词
spam detection; path analysis; relay analysis;
D O I
10.4018/jisp.2008040104
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
Email spam is the most effective form of online advertising. Unlike telephone marketing, email spamming does not require huge human or financial resources investment. Most existing spam filtering techniques concentrate on the emails' content. However, most spammers obfuscate their emails' content to circumvent content-based spam filters. An integrated solution for restricting spam emails is needed as content analyses alone might not provide a solution for filtering unsolicited emails. Here we present a new method for isolating unsolicited emails. Though spammers obfuscate their emails' content, they do not have access to all the fields in the email header. Our classification method is based on the path an email traverses instead of content. Overall, our classifier produced fewer false positives when compared to current filters such as SpamAssassin. We achieved a precision of 98.65% which compares well with the precisions achieved by SPF, DNSRBL blacklists.
引用
收藏
页码:46 / 69
页数:24
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