Visual fusion of multi-source network security data based on labelled treemap
Visual fusion of multi-source network security data based on labelled treemap
复制标题
基于标记树图的多源网络安全数据可视化融合
DOI：
10.1504/ijnvo.2016.079180
复制
发表时间：
2016
影响因子：
--
通讯作者：
Shi, Ronghua
中科院分区：
文献类型：
--
作者：
Zhang, Sheng;Shi, Ronghua
The security data generated in today's network are large-scaled, heterogeneous, and rapidly changing. As a result, the traditional methods fail to meet the needs of analysis on the security data. This paper proposes labelled treemap to visually fuse the multi-source network security logs. Firstly, data sources are classified at their collecting locations, and the objects of security data are taken from three different layers. Secondly, in order to solve the problem of insufficient attribute dimension of treemap, the Glyph is adopted to broaden the representation scope, which can make fusion at data-level on labelled treemap. Finally, by choosing the appropriate feature extraction algorithm for the multi-source data, fusion at feature-level is conducted on time-series diagrams, which can represent the network security situation. The analyses of the network security datasets from VAST Challenge 2013 prove this method having substantial advantages for network analysts to better understand network security situation, identify anomalies, discover attack pattern and remove the false positives, etc.
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影响因子：
1.7
作者：
Ying Zhao;Xing Liang;Xiaoping Fan;Yiwen Wang;Mengjie Yang;Fangfang Zhou
通讯作者：
Ying Zhao;Xing Liang;Xiaoping Fan;Yiwen Wang;Mengjie Yang;Fangfang Zhou
DOI：
10.1504/ijbet.2015.070032
发表时间：
2015-06
影响因子：
1.1
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通讯作者：
A. Marhoon;Ali H. Hamad
DOI：
10.1109/tvcg.2007.70522
发表时间：
2007-11
影响因子：
5.2
作者：
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通讯作者：
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影响因子：
5.2
作者：
S. Tak;A. Cockburn
通讯作者：
S. Tak;A. Cockburn
DOI：
10.1145/1029208.1029214
发表时间：
2004-10
期刊：
--
影响因子：
--
作者：
Xiaoxin Yin;W. Yurcik;Michael Treaster;Y. Li;Kiran Lakkaraju
通讯作者：
Xiaoxin Yin;W. Yurcik;Michael Treaster;Y. Li;Kiran Lakkaraju