Learning communication patterns for malware discovery in HTTPs data

作者：

Highlights：

• Modelling of network communication of users by communication snapshots is introduced.

• Representation of the communication snapshots using GMMs is proposed.

• Usage of the representation for malware detection is demonstrated on HTTPs logs.

摘要

•Modelling of network communication of users by communication snapshots is introduced.•Representation of the communication snapshots using GMMs is proposed.•Usage of the representation for malware detection is demonstrated on HTTPs logs.

论文关键词：Hadoop,HTTPs data,Malware detection,GMM

论文评审过程：Received 17 October 2017, Revised 30 January 2018, Accepted 3 February 2018, Available online 8 February 2018, Version of Record 19 February 2018.

论文官网地址：https://doi.org/10.1016/j.eswa.2018.02.010