• DocumentCode
    1825709
  • Title

    Distributed data mining from heterogeneous healthcare data repositories: towards an intelligent agent-based framework

  • Author

    Zaidi, Syed Zahid Hassan ; Abidi, Syed Sibte Raza ; Manickam, Selvakumar

  • Author_Institution
    Sch. of Comput. Sci., Universiti Sains Malaysia, Penang, Malaysia
  • fYear
    2002
  • fDate
    2002
  • Firstpage
    339
  • Lastpage
    342
  • Abstract
    This paper presents a case for an intelligent agent-based framework for knowledge discovery in a distributed healthcare environment comprising multiple heterogeneous healthcare data repositories. Data-mediated knowledge discovery, especially from multiple heterogeneous data resources, is a tedious process and imposes significant operational constraints on end-users. We demonstrate that autonomous, reactive and proactive intelligent agents provide an opportunity to generate end-user-oriented, packaged, value-added decision-support/strategic planning services for healthcare professionals and managers. We propose the use of intelligent agents to implement a distributed agent-based data mining information structure that provides a suite of healthcare-oriented decision-support/strategic planning services.
  • Keywords
    data mining; decision support systems; distributed databases; health care; medical expert systems; medical information systems; software agents; strategic planning; ADMI; DSS; autonomous agents; data-mediated knowledge discovery; distributed agent-based data mining information structure; distributed healthcare environment; end-user-oriented packaged value-added decision support services; healthcare managers; healthcare professionals; healthcare-oriented strategic planning services; heterogeneous healthcare data repositories; infostructure; intelligent agent-based framework; operational constraints; proactive agents; reactive agents; Antibiotics; Biomedical informatics; Data mining; Delta modulation; Distributed computing; Hospitals; Intelligent agent; Medical services; Packaging; Strategic planning;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computer-Based Medical Systems, 2002. (CBMS 2002). Proceedings of the 15th IEEE Symposium on
  • ISSN
    1063-7125
  • Print_ISBN
    0-7695-1614-9
  • Type

    conf

  • DOI
    10.1109/CBMS.2002.1011401
  • Filename
    1011401