There are new tools for analising or detecting malware based on machine learning techniques:Rule-based learning (PART, Ridor, J48) for PE executable fileshttp://sourceforge.net/projects/malclassifier.adobe/files/Behavioural clusteringhttp://malvic.de/http://www.mlsec.org/malheur/Analysis frameworkhttp://razorbacktm.sourceforge.net/
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