More General posts
August 19, 2002
Naive Bayes spam filtering

A project called ifile, found via Sweetcode, that uses Naive Bayes to classify e-mail documents. This is the same technique that Paul Graham has recently written about. Paul's write up was talked about on Slashdot.

It seems to be a pretty useful method for e-mail classification. Some of the Slashdot posters preferred the systems where certain phrases or keywords are manually given scores and the aggregate score for a message is used to classify it. I think that the Naive Bayes method is likely to be more effective in practice as it requires less work from the user of the system. All they have to do is to provide their classification for messages that are not automatically classified correctly, which is easier than having to isolate and score the phrase or pattern that identifies the spam manually.

Posted by Alex at August 19, 2002 09:33 AM
Comments
There's a nice implementation of Naive Bayes mail filtering as a POP3 proxy called POPFile that can be found at http://popfile.sourceforge.net and it's open source. Posted by: on November 11, 2002 12:16 PM
I need it for project Posted by: kuldip on October 21, 2003 06:56 AM
............. Posted by: Olive on March 6, 2005 11:17 PM
would you please to tell me how to training naive bayes??can you give the example too??do you have source code in java???thanx a lot...its so meaningfull..... Posted by: yobeager on May 13, 2005 10:06 AM
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