文章基本信息

标题：Prediction of Number of Zombies in a DDoS Attack using Polynomial Regression Model
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作者：Gupta, B. B. ; Joshi, R. C. ; Misra, Manoj 等
期刊名称：Journal of Advances in Information Technology
印刷版ISSN：1798-2340
出版年度：2011
卷号：2
期号：1
页码：57-62
DOI：10.4304/jait.2.1.57-62
语种：English
出版社：Academy Publisher
摘要：This paper reports the evaluation results of proposed approach that is used to predict number of zombies using polynomial regression model. A relationship is established between number of zombies and observed deviation in sample entropy. Various statistical performance measures are used to measure the performance of the regression model. Network topologies similar to Internet used for simulation are generated using Transit-Stub model of GT-ITM topology generator. NS-2 network simulator on Linux platform is used as simulation test bed for launching DDoS attacks with varied number of zombies. The simulation results are promising as authors are able to predict number of zombies efficiently using polynomial regression model with very less error rate.
关键词：DDoS attack; Intrusion detection; Polynomial regression; Zombies; Entropy