DocumentCode :
740533
Title :
Four Decades of Data Mining in Network and Systems Management
Author :
Kalegele, Khamisi ; Sasai, Kazuto ; Takahashi, Hideyuki ; Kitagata, Gen ; Kinoshita, Tetsuo
Author_Institution :
School of Computational and Communication Sciences and Engineering, Nelson Mandela African Institution of Science and Technology, Arusha, Tanzania
Volume :
27
Issue :
10
fYear :
2015
Firstpage :
2700
Lastpage :
2716
Abstract :
How has the interdisciplinary data mining field been practiced in Network and Systems Management (NSM)? In Science and Technology, there is a wide use of data mining in areas like bioinformatics, genetics, Web, and, more recently, astroinformatics. However, the application in NSM has been limited and inconsiderable. In this article, we provide an account of how data mining has been applied in managing networks and systems for the past four decades, presumably since its birth. We look into the field’s applications in the key NSM activities—discovery, monitoring, analysis, reporting, and domain knowledge acquisition. In the end, we discuss our perspective on the issues that are considered critical for the effective application of data mining in the modern systems which are characterized by heterogeneity and high dynamism.
Keywords :
Algorithm design and analysis; Computational modeling; Data mining; Data models; Monitoring; Proposals; Time series analysis; Data Mining; Machine Learning; Network and Systems Management; machine learning; network and systems management;
fLanguage :
English
Journal_Title :
Knowledge and Data Engineering, IEEE Transactions on
Publisher :
ieee
ISSN :
1041-4347
Type :
jour
DOI :
10.1109/TKDE.2015.2426713
Filename :
7095599
Link To Document :
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