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octo's bayesian mail filter 0.05







octo's bayesian mail filter 0.05

octo's bayesian mail filter 0.05 12/21/2003 08:25 PM

A multi-user spam filter with a database backend.




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octo's bayesian mail filter 0.05

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Bayesian Network Classifiers in Java


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Bayesian decision-making rules our
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01/22/2004 02:47 AM
Bayesian statistical modelling is a tool used to compare new events to past experience, something useful for applications as diverse as predicting whether a message is spam and whether a Web-page is relevant to a given subject. New research indicates that we do a lot of Bayesian comparisons in our heads, particularily when engaged in athletic tasks:
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Link (via K5)

"Spammers use text from novels to fool
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"Spammers use text from novels to fool
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Bayesian spam rumination: when
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word-frequency-histograms attack!
06/29/2004 10:40 AM
Ed Felten has posted an intriguing rumination on the possible failure modes of Bayesian spam-filtering -- filtering that uses word-frequency statistics to classify email as spam or ham. As Ed points out, Bayesian filters are trained by the spammers, who, by choosing the vocabulary of their messages carefully, can make messages containing certain words or phrases undeliverable on the Internet.
Now suppose a big spammer wanted to poison a particular word, so that messages containing that word would be (mis)classified as spam. The spammer could sprinkle the target word throughout the word salad in his outgoing spam messages. When users classified those messages as spam, the targeted word would develop a negative score in the users' Bayesian spam filters. Later, messages with the targeted word would likely be mistaken for spam.

This attack could even be carried out against a particular targeted user. By feeding that user a steady diet of spam (or pseudo-spam) containing the target word, a malicious person could build up a highly negative score for that word in the targeted user's filter.

Link

Mail.app, mutt, mail volume, and e-mail
addiction


Mail.app, mutt, mail volume, and e-mail
addiction
04/23/2004 08:25 PM
Since I've been using the Powerbook (which I still need to replace with a newer one now that the "speed bump" is official), I've drastically changed my e-mail habits (personal mail, not work mail). In doing so, I wonder if I'm unusual in this respect. Previously, I was using mutt for e-mail on my IBM Thinkpad running Linux. If you've not tried it, mutt is really the king of all console-based mail programs. It excels at making it very easy...

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Capacikty For Web-Based E-Mail Expands,
So Do Choices
07/21/2004 06:01 AM
By Glenn Fleishman, Macworld (via MyAppleMenu)
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