SLAM: A Malware Detection Method Based on Sliding Local Attention Mechanism
Joint Authors
Li, Haiying
Chen, Jun
Guo, Shize
Guo, Jinhong
Pan, Zhisong
Chen, Ming
Ma, Xin
Source
Security and Communication Networks
Issue
Vol. 2020, Issue 2020 (31 Dec. 2020), pp.1-11, 11 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2020-09-25
Country of Publication
Egypt
No. of Pages
11
Main Subjects
Information Technology and Computer Science
Abstract EN
Since the number of malware is increasing rapidly, it continuously poses a risk to the field of network security.
Attention mechanism has made great progress in the field of natural language processing.
At the same time, there are many research studies based on malicious code API, which is also like semantic information.
It is a worthy study to apply attention mechanism to API semantics.
In this paper, we firstly study the characters of the API execution sequence and classify them into 17 categories.
Secondly, we propose a novel feature extraction method based on API execution sequence according to its semantics and structure information.
Thirdly, based on the API data characteristics and attention mechanism features, we construct a detection framework SLAM based on local attention mechanism and sliding window method.
Experiments show that our model achieves a better performance, which is a higher accuracy of 0.9723.
American Psychological Association (APA)
Chen, Jun& Guo, Shize& Ma, Xin& Li, Haiying& Guo, Jinhong& Chen, Ming…[et al.]. 2020. SLAM: A Malware Detection Method Based on Sliding Local Attention Mechanism. Security and Communication Networks،Vol. 2020, no. 2020, pp.1-11.
https://search.emarefa.net/detail/BIM-1208514
Modern Language Association (MLA)
Chen, Jun…[et al.]. SLAM: A Malware Detection Method Based on Sliding Local Attention Mechanism. Security and Communication Networks No. 2020 (2020), pp.1-11.
https://search.emarefa.net/detail/BIM-1208514
American Medical Association (AMA)
Chen, Jun& Guo, Shize& Ma, Xin& Li, Haiying& Guo, Jinhong& Chen, Ming…[et al.]. SLAM: A Malware Detection Method Based on Sliding Local Attention Mechanism. Security and Communication Networks. 2020. Vol. 2020, no. 2020, pp.1-11.
https://search.emarefa.net/detail/BIM-1208514
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1208514