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SpamBayes

SpamBayes is a Bayesian spam filter written in Python which uses techniques laid out by Paul Graham in his essay "A Plan for Spam". It has… 
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Related topics

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Anti-spam techniquesBayesian poisoningContent-control softwareNaive Bayes spam filtering

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Papers overview

Semantic Scholar uses AI to extract papers important to this topic.
2018
2018
Efficient Repair of Polluted Machine Learning Systems via Causal Unlearning
Machine learning systems, though being successful in many real-world applications, are known to remain prone to errors and… 
2009
2009
The Effects of Different Bayesian Poison Methods on the Quality of the Bayesian Spam Filter ‘ SpamBayes
As long as e-mail exists, spam will be a part of our society. Nowadays, between 90 and 98% of all e-mail is spam. Fortunately… 
Highly Cited
2009
Highly Cited
2009
Misleading Learners: Co-opting Your Spam Filter
Using statistical machine learning for making security decisions intro- duces new vulnerabilities in large scale systems. We show… 
Highly Cited
2008
Highly Cited
2008
Exploiting Machine Learning to Subvert Your Spam Filter
Using statistical machine learning for making security decisions introduces new vulnerabilities in large scale systems. This… 
2008
2008
Machine Learning in the Presence of an Adversary: Attacking and Defending the SpamBayes Spam Filter
Abstract : Machine learning techniques are often used for decision making in security critical applications such as intrusion… 
Highly Cited
2006
Highly Cited
2006
Fast statistical spam filter by approximate classifications
Statistical-based Bayesian filters have become a popular and important defense against spam. However, despite their effectiveness… 
2005
2005
A TREC Along the Spam Track with SpamBayes
This paper describes the SpamBayes submissions made to the Spam Track of the 2005 Text Retrieval Conference (TREC). SpamBayes is… 
2005
2005
Bayesian Filtering : Beyond Binary Classification
Bayesian Filtering is used in FogBugz 4.0 to remove spam from incoming email. But it’s also used very successfully to classify… 
Highly Cited
2004
Highly Cited
2004
SpamBayes: Effective open-source, Bayesian based, email classification system
This paper introduces the SpamBayes classification engine and outlines the most important features and techniques which… 
2003
2003
Identifying Structural Mapping between XML Fragments
With the popularity of XML for representing & exchanging data, the requirement for agreement between parties on common Schema or… 
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