A tradeoff between the losses caused by computer viruses and the risk of the manpower shortage

被引:8
作者
Bi, Jichao [1 ]
Yang, Lu-Xing [2 ]
Yang, Xiaofan [1 ]
Wu, Yingbo [1 ]
Tang, Yuan Yan [3 ]
机构
[1] Chongqing Univ, Sch Software Engn, Chongqing 400044, Peoples R China
[2] Delft Univ Technol, Fac Elect Engn Math & Comp Sci, NL-2600 GA Delft, Netherlands
[3] Univ Macau, Dept Comp & nfomat Sci, Macau, Peoples R China
基金
中国国家自然科学基金;
关键词
SPREADING PROCESSES; MODEL; EPIDEMIC; IMMUNIZATION; PROPAGATION; MALWARE;
D O I
10.1371/journal.pone.0191101
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
This article addresses the tradeoff between the losses caused by a new virus and the size of the team for developing an antivirus against the virus. First, an individual-level virus spreading model is proposed to capture the spreading process of the virus before the appearance of its natural enemy. On this basis, the tradeoff problem is modeled as a discrete optimization problem. Next, the influences of different factors, including the infection force, the infection function, the available manpower, the alarm threshold, the antivirus development effort and the network topology, on the optimal team size are examined through computer simulations. This work takes the first step toward the tradeoff problem, and the findings are instructive to the decision makers of network security companies.
引用
收藏
页数:12
相关论文
共 48 条
[1]   The stochastic SIRA model for computer viruses [J].
Amador, Julia .
APPLIED MATHEMATICS AND COMPUTATION, 2014, 232 :1112-1124
[2]   Stochastic modeling of computer virus spreading with warning signals [J].
Amador, Julia ;
Artalejo, Jesus R. .
JOURNAL OF THE FRANKLIN INSTITUTE-ENGINEERING AND APPLIED MATHEMATICS, 2013, 350 (05) :1112-1138
[3]  
Ausiello G., 2013, The Power of Algorithms: Inspiration and Examples in Everyday Life
[4]   Immunization of susceptible-infected model on scale-free networks [J].
Bai, Wen-He ;
Zhou, Tao ;
Wang, Bing-Hong .
PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2007, 384 (02) :656-662
[5]   Emergence of scaling in random networks [J].
Barabási, AL ;
Albert, R .
SCIENCE, 1999, 286 (5439) :509-512
[6]   On the Optimal Dynamic Control Strategy of Disruptive Computer Virus [J].
Bi, Jichao ;
Yang, Xiaofan ;
Wu, Yingbo ;
Xiong, Qingyu ;
Wen, Junhao ;
Tang, Yuan Yan .
DISCRETE DYNAMICS IN NATURE AND SOCIETY, 2017, 2017
[7]   Stochastic epidemic models: A survey [J].
Britton, Tom .
MATHEMATICAL BIOSCIENCES, 2010, 225 (01) :24-35
[8]  
Buduma N., 2017, Fundamentals of deep learning: designing next-generation machine intelligence algorithms
[9]   Optimal Patching in Clustered Malware Epidemics [J].
Eshghi, Soheil ;
Khouzani, M. H. R. ;
Sarkar, Saswati ;
Venkatesh, Santosh S. .
IEEE-ACM TRANSACTIONS ON NETWORKING, 2016, 24 (01) :283-298
[10]  
Gan C, 2017, DISCRETE DYNAMICS NA, V2017