Quarterly journal published in SPbPU
and edited by prof. Peter Zegzhda
Peter the Great St. Petersburg Polytechnic University
Institute of computer sciences and technologies
information security of computer systems
Information Security Problems. Computer Systems
Published since 1999.
ISSN 2071-8217
PROTECTION AGAINST COMPETITIVE ATTACKS ON MALICIOUS EXECUTABLE DETECTION METHODS USING MACHINE LEARNING ALGORITHMS

I.I. Marshev, E.V. Zhukovskiy, E.B. Aleksandrova

Annotation: Strength of malware detection methods based on machine learning algorithms has been analyzed. Adversarial attack for given methods has been developed. The method of robustness improvement of vulnerability detection methods has been proposed.
Keywords: malware detection, classification, machine learning, adversarial attack, neural network, static analysis.
Pages 50-54