IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences
Online ISSN : 1745-1337
Print ISSN : 0916-8508
Regular Section
A Two-Stage Spatiotemporal Approach for Mining Traffic Flows across Multiple Networks
Weisong HEGuangmin HUYingjie ZHOUHaiyan JIN
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2011 年 E94.A 巻 1 号 p. 440-442

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In this letter, a new definition of two-stage spatiotemporal approach, called ICA-WFS (Independent-Component-Analysis-Weighted-Frequent-Substructure) is proposed. To facilitate capturing abnormal behavior across multiple networks and dimensionality reduction at a single Point of Presence (PoP), ICA is applied. With application of WFS, an complete graph is examined, unusual substructures of which are reported. Experiments are conducted and, together with application of backbone network (Internet2) Netflow data, show some positive results.
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© 2011 The Institute of Electronics, Information and Communication Engineers
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