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EagleMine: Vision-guided Micro-clusters recognition and collective anomaly detection
Future Generation Computer Systems ( IF 7.5 ) Pub Date : 2020-08-28 , DOI: 10.1016/j.future.2020.08.033
Wenjie Feng , Shenghua Liu , Christos Faloutsos , Bryan Hooi , Huawei Shen , Xueqi Cheng

Given a graph with millions of nodes, what patterns exist in the distributions of node characteristics? How can we detect them and separate anomalous nodes in a way similar to human visual perception? More generally, how can we identify micro-clusters in a histogram and spot some interesting patterns?

中文翻译:

EagleMine:视觉引导微团簇识别和集体异常检测

给定一个包含数百万个节点的图,节点特征的分布存在什么模式?我们如何以类似于人类视觉感知的方式检测它们并分离异常节点?更一般地说,我们如何识别直方图中的微簇并发现一些有趣的模式?
更新日期:2020-08-28
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