Interactive Outlier Exploration in Big Data Streams

被引:16
|
作者
Cao, Lei [1 ]
Wang, Qingyang [1 ]
Rundensteiner, Elke A. [1 ]
机构
[1] Worcester Polytech Inst, Worcester, MA 01609 USA
来源
PROCEEDINGS OF THE VLDB ENDOWMENT | 2014年 / 7卷 / 13期
关键词
D O I
10.14778/2733004.2733045
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
We demonstrate our VSOutlier system for supporting interactive exploration of outliers in big data streams. VSOutlier not only supports a rich variety of outlier types supported by innovative and efficient outlier detection strategies, but also provides a rich set of interactive interfaces to explore outliers in real time. Using the stock transactions dataset from the US stock market and the moving objects dataset from MITRE, we demonstrate that the VSOutlier system enables analysts to more efficiently identify, understand, and respond to phenomena of interest in near real-time even when applied to high volume streams.
引用
收藏
页码:1621 / 1624
页数:4
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