Tuesday, April 10, 2012

“Malware Classifier” Tool

Python tool for quick malware triage

Malware Classifier uses machine learning algorithms to classify Win32 binaries – EXEs and DLLs – into three classes: 0 for “clean,” 1 for “malicious,” or “UNKNOWN.” The tool extracts seven key features from a binary, feeds them to one or all of the four classifiers, and presents its classification results.

The tool was developed using models resultant from running the J48, J48 Graft, PART, and Ridor machine-learning algorithms on a data set of approximately 100,000 malicious programs and 16,000 clean programs.

Malware Classifier is available at Open @ Adobe.

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