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https://issues.apache.org/jira/browse/COMDEV-260?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel
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Mark Thomas updated COMDEV-260:
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    Component/s: GSoC/Mentoring ideas

> GSOC 2018 SpamAssassin Bayes Token ID
> -------------------------------------
>
>                 Key: COMDEV-260
>                 URL: https://issues.apache.org/jira/browse/COMDEV-260
>             Project: Community Development
>          Issue Type: Project
>          Components: GSoC/Mentoring ideas
>            Reporter: Kevin A. McGrail
>            Priority: Major
>
> From Diane F Skoll idea (used with permission):
> We tokenize inbound messages and store the tokens on the server. In each 
> message, we add links for doing training. When you click on a training link, 
> the system trains the message based on the tokens stored on the server. In 
> that way, you are training using exactly the tokens that the Bayes code saw.
> For SA, the key point is a framework to store the Bayesian tokens from the 
> email before delivery of the email so later, a "this is spam" "this is ham" 
> mechanism can take advantage of that information without having the entire 
> email.
> Adding a header with the message id for the storage of the headers allows a 
> framework to be built for train as spam, train as ham to be more readily 
> built.
> The issues you are pointing to have to deal more with the implementation of 
> the this is spam/this is ham mechanism.
> By storing just the tokens, there is less space and privacy & legal concerns 
> are mitigated.
> sa-learn would then be extended to use the message id and learn as spam/ham 
> instead of feeding it the entire message.
>  
>  
> Apache SpamAssassin is a mail filter to identify spam. It is an intelligent 
> email filter which uses a diverse range of tests to identify unsolicited bulk 
> email, more commonly known as Spam. These tests are applied to email headers 
> and content to classify email using advanced statistical methods. 
> In addition, SpamAssassin has a modular architecture that allows other 
> technologies to be quickly wielded against spam and is designed for easy 
> integration into virtually any email system. 
> It is primarily written in Perl with a few bits in C and shell scripts for 
> system integration.
> The compendium at 
> https://raptor.pccc.com/raptor.cgim?template=email_spam_compendium is helpful 
> to understand some of the concepts with SpamAssassin
> It will be helpful for a student in this project to understand SMTP but a 
> willingness to learn and setup your own mail server on a Linux Distribution 
> with SpamAssassin for a personal test domain will be very desired with 
> assistance provided to get the basic framework for a sandbox for learning.
> As email becomes more commodotized by major providers, knowledge of email 
> systems and their security is dwindling.  This opportunity can provide 
> real-world experience with an email security product that is employed by 
> countless commercial systems in the world.



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