Re: Problems with Bayesian filtering
John Graham-Cumming <[email protected]> Wed, 25 Feb 2004 08:52:54 -0500
| Newsgroups | gmane.ietf.asrg.filtering |
|---|---|
| Message-ID | <[email protected]> |
Carl Hutzler wrote: > Our bayesian filters are being worked around by spammers using "chaff > text" which is either in white font on white background, 1 pt font, or > in some cases, just normal text a few CR's below the spammer's VERY > SHORT message. In my implementation of Bayesian mail classification (POPFile) I specifically look for the use of trickery like white on white (I call it Invisible Ink), 1pt fonts etc. and use them as additional tokens for the classifier. They are in fact very good indicators of spam. As for the short message with random text at the bottom: this has not been a problem for me because the spammers are randomly hitting more spam words than ham words for me, but I could see this being a problem on a Bayesian filter used by a large organization because the ham database might be very large and wide ranging. John.