Modeling Malware Propagation in Smartphone Social Networks

被引:9
|
作者
Peng, Sancheng [1 ,2 ]
Wang, Guojun [1 ]
Yu, Shui [3 ]
机构
[1] Cent South Univ Technol, Sch Informat Sci & Engn, Changsha 410083, Peoples R China
[2] Zhaoqing Univ, Sch Comp Sci, Zhaoqing 526061, Peoples R China
[3] Deakin Univ, Sch Informat Technol, Geelong, Vic 3217, Australia
基金
中国国家自然科学基金;
关键词
smartphones; mobile malware; propagation model; SMS/MMS; social relationship graph; MOBILE; DYNAMICS; WORMS;
D O I
10.1109/TrustCom.2013.28
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Smartphones have become an integral part of our everyday lives, such as online information accessing, SMS/MMS, social networking, online banking, and other applications. The pervasive usage of smartphones also results them in enticing targets of hackers and malware writers. This is a desperate threat to legitimate users and poses considerable challenges to network security community. In this paper, we model smartphone malware propagation through combining mathematical epidemics and social relationship graph of smartphones. Moreover, we design a strategy to simulate the dynamic of SMS/MMS-based worm propagation process from one node to an entire network. The strategy integrates infection factor that evaluates the propagation degree of infected nodes, and resistance factor that offers resistance evaluation towards susceptible nodes. Extensive simulations have demonstrated that the proposed malware propagation model is effective and efficient.
引用
收藏
页码:196 / 201
页数:6
相关论文
共 50 条
  • [1] On Modeling Malware Propagation in Generalized Social Networks
    Cheng, Shin-Ming
    Ao, Weng Chon
    Chen, Pin-Yu
    Chen, Kwang-Cheng
    [J]. IEEE COMMUNICATIONS LETTERS, 2011, 15 (01) : 25 - 27
  • [2] Smartphone Malware and Its Propagation Modeling: A Survey
    Peng, Sancheng
    Yu, Shui
    Yang, Aimin
    [J]. IEEE COMMUNICATIONS SURVEYS AND TUTORIALS, 2014, 16 (02): : 925 - 941
  • [3] Modeling and analyzing malware propagation in social networks with heterogeneous infection rates
    Jia, Peng
    Liu, Jiayong
    Fang, Yong
    Liu, Liang
    Liu, Luping
    [J]. PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2018, 507 : 240 - 254
  • [4] Malware Propagation in Online Social Networks
    Faghani, Mohammad Reza
    Saidi, Hossein
    [J]. 2009 4TH INTERNATIONAL CONFERENCE ON MALICIOUS AND UNWANTED SOFTWARE (MALWARE 2009), 2009, : 8 - +
  • [5] Partial differential equation modeling of malware propagation in social networks with mixed delays
    Du, Bo
    Wang, Haiyan
    [J]. COMPUTERS & MATHEMATICS WITH APPLICATIONS, 2018, 75 (10) : 3537 - 3548
  • [6] Modeling the propagation of mobile malware on complex networks
    Liu, Wanping
    Liu, Chao
    Yang, Zheng
    Liu, Xiaoyang
    Zhang, Yihao
    Wei, Zuxue
    [J]. COMMUNICATIONS IN NONLINEAR SCIENCE AND NUMERICAL SIMULATION, 2016, 37 : 249 - 264
  • [7] Online Social Networks: A Vehicle for Malware Propagation
    Ikhalia, Ehinome
    Arreymbi, Johnnes
    [J]. PROCEEDINGS OF THE 13TH EUROPEAN CONFERENCE ON CYBER WARFARE AND SECURITY (ECCWS-2014), 2014, : 95 - 101
  • [8] Modeling and Control of Malware Propagation in Wireless IoT Networks
    Yan, Qing
    Song, Lipeng
    Zhang, Chenlu
    Li, Jing
    Feng, Shanshan
    [J]. Security and Communication Networks, 2021, 2021
  • [9] Modeling and Control of Malware Propagation in Wireless IoT Networks
    Yan, Qing
    Song, Lipeng
    Zhang, Chenlu
    Li, Jing
    Feng, Shanshan
    [J]. SECURITY AND COMMUNICATION NETWORKS, 2021, 2021
  • [10] Spatial-temporal modeling of malware propagation in networks
    Chen, ZS
    Ji, CY
    [J]. IEEE TRANSACTIONS ON NEURAL NETWORKS, 2005, 16 (05): : 1291 - 1303