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A cloud computing based system for cyber security management

机译:基于云计算的网络安全管理系统

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摘要

The exponential increase of cyber security has led to an ever-increasing accumulation of big network data for cyber security applications. The big data analysis for cyber security management presents challenges in data capturing, storing and processing. To address these challenges, in this paper we develop a cloud computing based system for cyber security management to fasten the analysis process of big network data. Our developed system is built on the MapReduce framework and consists of end-user devices, cloud infrastructure and a monitoring centre. To make our proposed system efficient, we introduce two key function modules of our system: data storage module and task scheduling module. We conduct the system implementation using Apache Hadoop, and our implemented system consists of data collection, data normalisation, data computation and data visualisation. Using ranking and aggregation as primitives for performing cyber security management, we conducted extensive experiments to show the effectiveness of our developed system. We also discuss how to extend our proposed system to other applications.
机译:网络安全的指数级增长导致用于网络安全应用程序的大网络数据的积累不断增加。用于网络安全管理的大数据分析在数据捕获,存储和处理方面提出了挑战。为了解决这些挑战,本文中我们开发了一种基于云计算的网络安全管理系统,以加快对大网络数据的分析过程。我们开发的系统基于MapReduce框架构建,包括最终用户设备,云基础架构和监视中心。为了使我们提出的系统高效,我们引入了系统的两个关键功能模块:数据存储模块和任务调度模块。我们使用Apache Hadoop进行系统实施,我们的实施系统包括数据收集,数据规范化,数据计算和数据可视化。我们使用排名和汇总作为执行网络安全管理的原始方法,我们进行了广泛的实验,以证明我们开发的系统的有效性。我们还将讨论如何将我们建议的系统扩展到其他应用程序。

著录项

  • 来源
    《Parallel algorithms and applications》 |2015年第2期|29-45|共17页
  • 作者单位

    Department of Computer and Information Sciences, Towson University, 7800 York Road, Towson, MD 21252, USA;

    Department of Computer and Information Sciences, Towson University, 7800 York Road, Towson, MD 21252, USA;

    Department of Computer and Information Sciences, Towson University, 7800 York Road, Towson, MD 21252, USA;

    Department of Computer and Information Sciences, Towson University, 7800 York Road, Towson, MD 21252, USA;

    Department of Computer and Information Sciences, Towson University, 7800 York Road, Towson, MD 21252, USA;

    Department of Computer Science, University of Massachusetts Lowell, 1 University Ave, Lowell, MA 01960, USA;

    Department of Computer and Information Sciences, Towson University, 7800 York Road, Towson, MD 21252, USA;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    big data; cloud computing; cyber security management; MapReduce;

    机译:大数据;云计算;网络安全管理;MapReduce;

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