Sensitive system calls based packed malware variants detection using principal component initialized MultiLayers neural networks

Sensitive system calls based packed malware variants detection using principal component initialized MultiLayers neural networks

Abstract Malware detection has become mission sensitive as its threats spread from computer systems to Internet of things systems. Modern malware variants are generally equipped with sophisticated packers, which allow them bypass modern machine learning based detection systems. To detect packed malw...

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Bibliographic Details
Main Authors: Jixin Zhang, Kehuan Zhang, Zheng Qin, Hui Yin, Qixin Wu
Format: Article
Language:English
Published: SpringerOpen 2018-09-01
Series:Cybersecurity
Subjects:
Malware variants
Multi-layers neural networks
Principal component analysis
Sensitive system calls
Sophisticated packers
Online Access:http://link.springer.com/article/10.1186/s42400-018-0010-y

Internet

http://link.springer.com/article/10.1186/s42400-018-0010-y

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