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Physical Sciences and Mathematics Commons

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Theses and Dissertations

2009

Computer Sciences

Columbus State University

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Statistical Tools For Linking Engine-Generated Malware To Its Engine, Edna Chelangat Milgo Dec 2009

Statistical Tools For Linking Engine-Generated Malware To Its Engine, Edna Chelangat Milgo

Theses and Dissertations

Malware-generating engines challenge typical malware analysts by requiring them to quickly extract and upload to their customers' machines, a signature for each of a possi- bly vast number of never-before-seen malware instances that an engine can generate in a short amount of time In this thesis we propose and evaluate two methods for'linking va- riants of engine-generated malware to its engine. The proposed methods use the w-gram frequency vector (NFV) of the opcode mnemonics of an engine-generated malware in- stance as a feature vector for the instance. An NFV is a tuple that maps «-grams with their frequencies. The in-formation …