Blar i NTNU Open på forfatter "Banin, Sergii"
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Correlating High- and Low-Level Features: Increased Understanding of Malware Classification
Banin, Sergii; Dyrkolbotn, Geir Olav (Journal article; Peer reviewed, 2019)Malware brings constant threats to the services and facilities used by modern society. In order to perform and improve anti-malware defense, there is a need for methods that are capable of malware categorization. As malware ... -
Detection of Running Malware Before it Becomes Malicious
Banin, Sergii; Dyrkolbotn, Geir Olav (Peer reviewed; Journal article, 2020)As more vulnerabilities are being discovered every year [17], malware constantly evolves forcing improvements and updates of security and malware detection mechanisms. Malware is used directly on the attacked systems, thus ... -
Machine Learning Aided Static Malware Analysis: A Survey and Tutorial
Shalaginov, Andrii; Banin, Sergii; Dehghantanha, Ali; Franke, Katrin (Chapter, 2018)Malware analysis and detection techniques have been evolving during the last decade as a reflection to development of different malware techniques to evade network-based and host-based security protections. The fast growth ... -
Memory access patterns for malware detection
Banin, Sergii; Shalaginov, Andrii; Franke, Katrin (Journal article; Peer reviewed, 2016)Malware brings significant threats to modern digitized society. Malware developers put in significant efforts to evade detection and remain unnoticed on victims' computers despite a number of malware detection techniques. ... -
Multinomial malware classification via low-level features
Banin, Sergii; Dyrkolbotn, Geir Olav (Journal article; Peer reviewed, 2018)Because malicious software or (”malware”) is so frequently used in a cyber crimes, malware detection and relevant research became a serious issue in the information security landscape. However, in order to have an appropriate ...