Recent Advances in Android Mobile Malware Detection: A Systematic Literature Review

被引:6
|
作者
Alzubaidi, Abdulaziz [1 ]
机构
[1] Umm Al Qura Univ, Coll Comp Al Qunfudhah, Comp Sci Dept, Mecca 24381, Saudi Arabia
来源
IEEE ACCESS | 2021年 / 9卷
关键词
Malware; Smart phones; Trojan horses; Feature extraction; Task analysis; Servers; Performance evaluation; Smartphone; intrusion detection; mobile malware; android devices; machine learning; CLASSIFIER; REGRESSION; SECURITY;
D O I
10.1109/ACCESS.2021.3123187
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In recent years, the global pervasiveness of smartphones has prompted the development of millions of free and commercially available applications. These applications allow users to perform various activities, such as communicating, gaming, and completing financial and educational tasks. These commonly used devices often store sensitive private information and, consequently, have been increasingly targeted by harmful malicious software. This paper focuses on the concepts and risks associated with malware, and reviews current approaches and mechanisms used to detect malware with respect to their methodology, associated datasets, and evaluation metrics.
引用
收藏
页码:146318 / 146349
页数:32
相关论文
共 50 条
  • [1] A Systematic Literature Review on the Mobile Malware Detection Methods
    Kim, Yu-kyung
    Lee, Jemin Justin
    Go, Myong-Hyun
    Kang, Hae Young
    Lee, Kyungho
    [J]. MOBILE INTERNET SECURITY, MOBISEC 2021, 2022, 1544 : 263 - 288
  • [2] Android Mobile Malware Detection Using Machine Learning: A Systematic Review
    Senanayake, Janaka
    Kalutarage, Harsha
    Al-Kadri, Mhd Omar
    [J]. ELECTRONICS, 2021, 10 (13)
  • [3] A Systematic Literature Review of Android Malware Detection Using Static Analysis
    Pan, Ya
    Ge, Xiuting
    Fang, Chunrong
    Fan, Yong
    [J]. IEEE ACCESS, 2020, 8 : 116363 - 116379
  • [4] Android malware detection techniques: A literature review
    Dhalaria, Meghna
    Gandotra, Ekta
    [J]. Recent Patents on Engineering, 2021, 15 (02) : 225 - 245
  • [5] Android malware analysis and detection: A systematic review
    Dahiya, Anuradha
    Singh, Sukhdip
    Shrivastava, Gulshan
    [J]. EXPERT SYSTEMS, 2023,
  • [6] Applications of deep learning for mobile malware detection: A systematic literature review
    Catal, Cagatay
    Giray, Gorkem
    Tekinerdogan, Bedir
    [J]. NEURAL COMPUTING & APPLICATIONS, 2022, 34 (02): : 1007 - 1032
  • [7] Applications of deep learning for mobile malware detection: A systematic literature review
    Cagatay Catal
    Görkem Giray
    Bedir Tekinerdogan
    [J]. Neural Computing and Applications, 2022, 34 : 1007 - 1032
  • [8] Systematic Review on Various Techniques of Android Malware Detection
    Dave, Dharmesh D.
    Rathod, Digvijaysinh
    [J]. COMPUTING SCIENCE, COMMUNICATION AND SECURITY, 2022, 1604 : 82 - 99
  • [9] Deep Learning for Android Malware Defenses: A Systematic Literature Review
    Liu, Yue
    Tantithamthavorn, Chakkrit
    Li, Li
    Liu, Yepang
    [J]. ACM COMPUTING SURVEYS, 2023, 55 (08)
  • [10] A Systematic Overview of Android Malware Detection
    Meijin, Li
    Zhiyang, Fang
    Junfeng, Wang
    Luyu, Cheng
    Qi, Zeng
    Tao, Yang
    Yinwei, Wu
    Jiaxuan, Geng
    [J]. APPLIED ARTIFICIAL INTELLIGENCE, 2022, 36 (01)