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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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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.
2011
2011
Naive Bayesian Spam Filters for Log File Analysis
Naïve Bayesian Spam Filters for Log File Analysis Russel W. Havens School of Technology, BYU Master of Science As computer system… 
2011
2011
Low cost log statistical filtering in the real world chained tokens and Bayesian filters
Log files are valuable resources for systems administrators to trouble shoot and prevent failures. Bayesian filters can be… 
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… 
2009
2009
IMPROVING THE PERFORMANCE OF ANTI-SPAM FILTERS USING OUT-OF-VOCABULARY STATISTICS MEJORA DEL DESEMPEÑO DE FILTROS ANTI-SPAM USANDO ESTADÍSTICAS DE PALABRAS FUERA DE VOCABULARIO
This paper presents a feature based on out-of-vocabulary word statistics that complements the information sources used in the… 
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… 
2007
2007
An evaluation of Naive Bayes variants in content-based learning for spam filtering
We describe an in-depth analysis of spam-filtering performance of a simple Naive Bayes learner and two extended variants. A set… 
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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