article · 2019

Software Malicious Behavior Analysis Model based on System Call and Function Interface

Yongkai Fan, Jing Lei, Cong Peng, Jinghan Wang, Jiaxu Liu, Guanqun Zhao, Jianrong Bai

Cited by 1Abstract and details only

Abstract

Malware issue puzzles software users. Under the development of Internet, software technology has been involved in all parts of life such as Robot Control Software. There have been many methods to detect malicious Android applications. However, most of these are single behavior analysis models. In order to better detect the malicious behavior for more fields, we propose a malicious behavior analysis model based on system call and function interface with machine learning algorithm training. To clear the analysis model, we discuss the reasonable feature selection, data collection and analyze the implementation of static methods, dynamic methods and hybrid methods. In addition, we compare several important algorithm models to get the optimal model. Experimental result shows that our proposed optimal model has a higher accuracy than traditional way.

Cite this paper

APA 7

Fan, Y., Lei, J., Peng, C., Wang, J., Liu, J., Zhao, G., & Bai, J. (2019). Software Malicious Behavior Analysis Model based on System Call and Function Interface. https://doi.org/10.1109/cyber46603.2019.9066678

MLA 9

Fan, Yongkai, et al. “Software Malicious Behavior Analysis Model based on System Call and Function Interface.” 2019, pp. 59–64, https://doi.org/10.1109/cyber46603.2019.9066678.

Chicago

Fan, Yongkai, Jing Lei, Cong Peng, Jinghan Wang, Jiaxu Liu, Guanqun Zhao, and Jianrong Bai. 2019. “Software Malicious Behavior Analysis Model based on System Call and Function Interface.” https://doi.org/10.1109/cyber46603.2019.9066678.

Harvard

Fan, Y. et al. (2019) ‘Software Malicious Behavior Analysis Model based on System Call and Function Interface’. Available at: https://doi.org/10.1109/cyber46603.2019.9066678.

BibTeX

@article{fan2019software,
  title = {{Software Malicious Behavior Analysis Model based on System Call and Function Interface}},
  author = {Fan, Yongkai and Lei, Jing and Peng, Cong and Wang, Jinghan and Liu, Jiaxu and Zhao, Guanqun and Bai, Jianrong},
  pages = {59--64},
  year = {2019},
  doi = {10.1109/cyber46603.2019.9066678}
}

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