• DocumentCode
    3140777
  • Title

    Agent-based support for collaborative data mining in systems management

  • Author

    Bordetsky, Alex

  • Author_Institution
    Inf. Syst., Naval Postgraduate Sch., Monterey, CA, USA
  • fYear
    2001
  • fDate
    6-6 Jan. 2001
  • Abstract
    Addresses the issues of structuring and supporting the collaborative data mining process. This paper extends the technology of multi-participant decision-making support into the data mining process and describes a perspective agent-based support architecture for data mining committees. The proposed architecture is based on agent-facilitators integrated with the layered structure of a case-based reasoning memory and an artificial neural network to support collaborative classification and linkage analysis between the heterogeneous views of system managers. A telecommunications management example is used to illustrate the approach.
  • Keywords
    DP management; case-based reasoning; data mining; group decision support systems; neural nets; software agents; software architecture; telecommunication computing; telecommunication network management; agent-based support architecture; agent-facilitators; artificial neural network; case-based reasoning memory; collaborative classification; collaborative data mining; data mining committees; heterogeneous views; layered structure; linkage analysis; multi-participant decision-making support; systems management; telecommunications management; Artificial neural networks; Collaboration; Communication system operations and management; Couplings; Data mining; Environmental management; Information management; Quality management; Testing; Videoconference;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    System Sciences, 2001. Proceedings of the 34th Annual Hawaii International Conference on
  • Conference_Location
    Maui, HI, USA
  • Print_ISBN
    0-7695-0981-9
  • Type

    conf

  • DOI
    10.1109/HICSS.2001.926309
  • Filename
    926309