• 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