全部 标题 作者
关键词 摘要

OALib Journal期刊
ISSN: 2333-9721
费用:99美元

查看量下载量

相关文章

更多...

云计算下手机人工免疫恶意代码检测模型

DOI: 10.13190/j.jbupt.2015.04.008, PP. 34-38

Keywords: 人工免疫,阴性选择,手机恶意代码,检测,云计算

Full-Text   Cite this paper   Add to My Lib

Abstract:

提出一种适用于云计算环境的基于人工免疫的手机恶意代码检测模型.提出扩展阴性选择算法,提取恶意代码的特征编码生成抗原,增加针对高亲和度检测器的克隆和变异算子,提高成熟检测器的生成效率,在特征检测和检测器生成阶段引入MapReduce并行处理机制,提高计算效率.仿真结果表明,检测模型对未知手机恶意代码具有较高的检测率和计算效率.

References

[1]  Dasgupta Dipankar, Yu Senhua, Nino Fernando. Recent advances in artificial immune systems: models and applications[J]. Applied Soft Computing, 2011, 11(2): 1574-1587.
[2]  Harmer P K, Williams P D. An artificial immune system architecture for computer security applications[J]. IEEE Transactions on Evolutionary Computation, 2002, 6(3): 252-280.
[3]  Schmidt A D, Bye R, Schmidt H G, et al. Static analysis of executables for collaborative malware detection on android[C]//Proceedings of the 2009 IEEE International on Ference on Communications. Dresden, Germany, 2009: 1-5
[4]  Blasing T, Batyuk L, Schmidt A D, et al. An android application sandbox system for suspicious software detection[C]//Proceedings of the 5th IEEE International Conference on Malicious and Unwanted Software, Malware. Nancy, Lorraine, 2010: 55-62.
[5]  Forrest S, Perelson A S, Allen L, et al. Self-nonself discrimination in a computer[C]//Proceedings of IEEE Symposium on Research in Security and Privacy. Los Alamitos, CA, USA, 1994: 202-212.
[6]  Zhou Ji, Dasgupta D. Real-valued negative selection algorithm with variable-sized detectors[C]//Proceedings of GECCO, 2004: 287-298.
[7]  Gunarathne Thilina, Wu Tak Lon, Qiu Judy, et al. MapReduce in the clouds for science[C]//IEEE Second International Conference on Cloud Computing Technology and Science, 2010: 565-572.
[8]  Wang Huimin,Huang Xianlin, et al. PSO-optimized negative selection algorithm for anomaly detection[J]. Applications of Soft Computing, 2009: 13-21.

Full-Text

Contact Us

service@oalib.com

QQ:3279437679

WhatsApp +8615387084133