Researcb on Network Security Monitoring Model and Associated Algoritbm in tbe Age of Big Data

Lan Liu; Jun Lin; Jun Cai

doi:10.3969/j.issn.1000-0801.2014.07.013

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Researcb on Network Security Monitoring Model and Associated Algoritbm in tbe Age of Big Data

Research and development | 更新时间：2024-06-05

- Researcb on Network Security Monitoring Model and Associated Algoritbm in tbe Age of Big Data
- Telecommunications Science Vol. 30, Issue 7, Pages: 84-89(2014)
- 作者机构：
  
  1. 广东技术师范学院广州 510655
  2. 工业和信息化部电子第五研究所广州 510610
- 作者简介：
- 基金信息：
- DOI：10.3969/j.issn.1000-0801.2014.07.013
  CLC：
- Published Online：2014-07，
  
  Published：20 July 2014
- 稿件说明：
移动端阅览
Lan Liu, Jun Lin, Jun Cai. Researcb on Network Security Monitoring Model and Associated Algoritbm in tbe Age of Big Data[J]. Telecommunications science, 2014, 30(7): 84-89.
DOI：

Lan Liu, Jun Lin, Jun Cai. Researcb on Network Security Monitoring Model and Associated Algoritbm in tbe Age of Big Data[J]. Telecommunications science, 2014, 30(7): 84-89. DOI： 10.3969/j.issn.1000-0801.2014.07.013.

摘要

摘要：我国信息安全战略在大数据时代需考虑大规模、异构的网络安全行为的复杂性和时效性问题。针对大数据具有的数据量巨大、查询分析复杂的特点，分析面向大数据的异构网络安全监控的相关技术，提出对各类异构数据源进行清洗整合，通过安全事件的关联和分布式序列图模式等方式进行网络安全监控的整体态势分析，为大数据环境下的异构网络安全监控提供了一些思路，也为信息安全企业提供了一个分析大数据下隐含规律的参考模型。

Abstract

In the age of big data

large-scale

complexity of heterogeneous network security behavior should be considered. According to the features of huge amount and complex

big data analysis technologies for network security monitoring were proposed. Various types of heterogeneous data sources by data cleaning

and the key data through security event correlation

traffic rules based on wavelets and distributed sequence diagram model and other methods

were analyzed. Some ideas of network security monitoring system for big data environment were provided.

关键词

Keywords

references

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王珊，王会举，罩雄派等．架构大数据：挑战、现状与展望．计算机学报， 2011 ( 10 ): 1741 ～ 1752

王元卓，靳小龙，程学旗．网络大数据：现状与展望．计算机学报， 2013 , 36 ( 6 ): 1125 ～ 1138

Boschetti A , Salgarelli L , Muelder C . Tvi: a visual querying system for network monitoring and anomaly detection . Proceedings of the 8th International Symposium on Visualization for Cyber, Security , Pittsburgh, PA, USA , 2011

Fischer F , Mansmann F , Keim D A , et al . Large-scale network monitoring for visual analysis of attacks . Proceedings of the 5th International Workshop on Visualization for Computer, Security , Cambridge, MA, USA , 2008

Bahadori M T , Liu Y , Zhang D . Learning with minimum supervision: a general framework for transductive transfer learning . Proceedings of IEEE International Conference on Data Mining（ICDM） , Vancouver, Canada , 2011

刘兰，李之棠，李家春等．基于异构系统的统一网络安全监控体系模型．小型微型计算机系统， 2006 ( 9 ): 1682 ～ 1686

邹柏贤．网络异常的检测与诊断方法．小型微型计算机系统， 2004 , 25 ( 4 ): 506 ～ 510

Liu L , Xu X P . A kind of fuzzy constraint correlation algorithm based on prerequisites and consequences of security event . Proceedings of IEEE International Computer and Information Technology , 2009 ( 10 ): 225 ～ 229

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