Detecting anomalies from high-dimensional wireless network data streams: a case study

Zhang, Ji ORCID: https://orcid.org/0000-0001-7167-6970 and Gao, Qigang and Wang, Hai and Wang, Hua (2011) Detecting anomalies from high-dimensional wireless network data streams: a case study. Soft Computing, 15 (6). pp. 1195-1215. ISSN 1432-7643

Abstract

In this paper, we study the problem of anomaly detection in wireless network streams. We have developed a new technique, called Stream Projected Outlier deTector (SPOT), to deal with the problem of anomaly detection from multi-dimensional or high-dimensional data streams. We conduct a detailed case study of SPOT in this paper by deploying it for anomaly detection from a real-life wireless network data stream. Since this wireless network data stream is unlabeled, a validating method is thus proposed to generate the ground-truth results in this case study for performance evaluation. Extensive experiments are conducted and the results demonstrate that SPOT is effective in detecting anomalies from wireless network data streams and outperforms existing anomaly detection methods.

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Item Type:	Article (Commonwealth Reporting Category C)
Refereed:	Yes
Item Status:	Live Archive
Additional Information:	© 2010 Springer-Verlag. Permanent restricted access to published version in accordance with the copyright policy of the publisher. From the issue entitled 'Special issue on Recent advances on machine learning and Cybernetics'.
Faculty/School / Institute/Centre:	Historic - Faculty of Sciences - Department of Maths and Computing (Up to 30 Jun 2013)
Faculty/School / Institute/Centre:	Historic - Faculty of Sciences - Department of Maths and Computing (Up to 30 Jun 2013)
Date Deposited:	20 Oct 2010 00:23
Last Modified:	13 Oct 2014 06:09
Uncontrolled Keywords:	outlier detection; high-dimensional data; subspaces; data streams
Fields of Research (2008):	08 Information and Computing Sciences > 0805 Distributed Computing > 080503 Networking and Communications 10 Technology > 1006 Computer Hardware > 100605 Performance Evaluation; Testing and Simulation of Reliability 10 Technology > 1005 Communications Technologies > 100510 Wireless Communications
Fields of Research (2020):	46 INFORMATION AND COMPUTING SCIENCES > 4606 Distributed computing and systems software > 460609 Networking and communications 40 ENGINEERING > 4009 Electronics, sensors and digital hardware > 400904 Electronic device and system performance evaluation, testing and simulation 40 ENGINEERING > 4006 Communications engineering > 400608 Wireless communication systems and technologies (incl. microwave and millimetrewave)
Socio-Economic Objectives (2008):	E Expanding Knowledge > 97 Expanding Knowledge > 970108 Expanding Knowledge in the Information and Computing Sciences
Identification Number or DOI:	https://doi.org/10.1007/s00500-010-0575-1
URI:	http://eprints.usq.edu.au/id/eprint/8460

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