Methodology for behavioral-based malware analysis and detection using random projections and K-Nearest Neighbors classifiers

Jozsef Hegedus; Yoan Miche; Alexander Ilin; Amaury Lendasse

doi:10.1109/CIS.2011.227

Methodology for behavioral-based malware analysis and detection using random projections and K-Nearest Neighbors classifiers

Jozsef Hegedus
, Yoan Miche
, Alexander Ilin
, Amaury Lendasse

Aalto University

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Original language	English
Title of host publication	Proceedings - 2011 7th International Conference on Computational Intelligence and Security, CIS 2011
Pages	1016-1023
Number of pages	8
DOIs	https://doi.org/10.1109/CIS.2011.227
State	Published - 2011
Externally published	Yes
Event	2011 7th International Conference on Computational Intelligence and Security, CIS 2011 - Sanya, Hainan, China Duration: Dec 3 2011 → Dec 4 2011

Publication series

Name	Proceedings - 2011 7th International Conference on Computational Intelligence and Security, CIS 2011

Conference

Conference	2011 7th International Conference on Computational Intelligence and Security, CIS 2011
Country/Territory	China
City	Sanya, Hainan
Period	12/3/11 → 12/4/11

ASJC Scopus Subject Areas

Artificial Intelligence
Computational Theory and Mathematics

Keywords

K nearest neighbors
Machine learning
Malware detection
Random projections

Access to Document

10.1109/CIS.2011.227

Cite this

Hegedus, J., Miche, Y., Ilin, A., & Lendasse, A. (2011). Methodology for behavioral-based malware analysis and detection using random projections and K-Nearest Neighbors classifiers. In Proceedings - 2011 7th International Conference on Computational Intelligence and Security, CIS 2011 (pp. 1016-1023). Article 6128278 (Proceedings - 2011 7th International Conference on Computational Intelligence and Security, CIS 2011). https://doi.org/10.1109/CIS.2011.227

Methodology for behavioral-based malware analysis and detection using random projections and K-Nearest Neighbors classifiers. / Hegedus, Jozsef; Miche, Yoan; Ilin, Alexander et al.
Proceedings - 2011 7th International Conference on Computational Intelligence and Security, CIS 2011. 2011. p. 1016-1023 6128278 (Proceedings - 2011 7th International Conference on Computational Intelligence and Security, CIS 2011).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Hegedus, J, Miche, Y, Ilin, A & Lendasse, A 2011, Methodology for behavioral-based malware analysis and detection using random projections and K-Nearest Neighbors classifiers. in Proceedings - 2011 7th International Conference on Computational Intelligence and Security, CIS 2011., 6128278, Proceedings - 2011 7th International Conference on Computational Intelligence and Security, CIS 2011, pp. 1016-1023, 2011 7th International Conference on Computational Intelligence and Security, CIS 2011, Sanya, Hainan, China, 12/3/11. https://doi.org/10.1109/CIS.2011.227

Hegedus J, Miche Y, Ilin A, Lendasse A. Methodology for behavioral-based malware analysis and detection using random projections and K-Nearest Neighbors classifiers. In Proceedings - 2011 7th International Conference on Computational Intelligence and Security, CIS 2011. 2011. p. 1016-1023. 6128278. (Proceedings - 2011 7th International Conference on Computational Intelligence and Security, CIS 2011). doi: 10.1109/CIS.2011.227

Hegedus, Jozsef ; Miche, Yoan ; Ilin, Alexander et al. / Methodology for behavioral-based malware analysis and detection using random projections and K-Nearest Neighbors classifiers. Proceedings - 2011 7th International Conference on Computational Intelligence and Security, CIS 2011. 2011. pp. 1016-1023 (Proceedings - 2011 7th International Conference on Computational Intelligence and Security, CIS 2011).

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title = "Methodology for behavioral-based malware analysis and detection using random projections and K-Nearest Neighbors classifiers",

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PY - 2011

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KW - Machine learning

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BT - Proceedings - 2011 7th International Conference on Computational Intelligence and Security, CIS 2011

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ER -

Methodology for behavioral-based malware analysis and detection using random projections and K-Nearest Neighbors classifiers

Publication series

Conference

ASJC Scopus Subject Areas

Keywords

Access to Document

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Cite this