2010 · 12 citations · 11 references
ComputingComputer ScienceInformation TechnologyArtificial IntelligenceBayesian Data AnalysisMachine LearningBayesian ComputationBayesian LearningClassificationEmail CommunicationEmail SecurityProbabilistic Machine LearningBayesian ClassificationBayesian ClassifiersBayesian Neural NetworksEmail FilteringGenetic Algorithm OptimizationNeural Network ClassificationSpam DetectionSpam Filtering
Unsolicited commercial e-mail (spam) has shocked economies world over and is threatening the productivity. In this paper, an attempt has been made to classify email spam by combining Bayesian network and neural network classification approach. The header information like sender details and origin IP etc. was analyzed by centered Bayesian network, whereas the content and subject of the email were separately analyzed to classify the e-mail by neural network as a classifier trained by genetic algorithm (GA).
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Corinna Cortes, Vladimir Vapnik · Machine Learning · 1995 · 40.5K citations · Full text
Corinna Cortes, Vladimir Vapnik · Machine Learning · 1995 · 33K citations · Full text
An evaluation of Naive Bayesian anti-spam filtering
Ion Androutsopoulos, John Koutsias, Konstantinos V. Chandrinos et al. · arXiv (Cornell University) · 2000 · 529 citations · Full text