• DocumentCode
    589143
  • Title

    Data-Oriented Construction and Maintenance of Clinical Pathway Using Similarity-Based Data Mining Methods

  • Author

    Iwata, Hiroshi ; Tsumoto, Shusaku ; Hirano, Shoji

  • Author_Institution
    Div. of Nursing, Shimane Univ. Hosp., Izumo, Japan
  • fYear
    2012
  • fDate
    10-10 Dec. 2012
  • Firstpage
    293
  • Lastpage
    300
  • Abstract
    Since hospital data include temporal trends of clinical symptoms and medical services, we can discover not only knowledge about temporal evolution of disease, but also one about medical practice from hospital information system, which will lead to data-oriented hospital management. This paper proposes temporal data mining process and applied the method to construction and revision of clinincal pathway by using temporal knowledge obtained from data. The results show that the reuse of stored data will give a powerful tool for maintenance and construction of clinincal pathway, which can be viewed as data-oriented management of nursing schedule.
  • Keywords
    data mining; hospitals; medical information systems; clinical pathway maintenance; clinical symptoms; data-oriented construction; data-oriented hospital management; hospital data; hospital information system; medical services; nursing schedule; similarity-based data mining methods; temporal data mining process; temporal disease evolution; Data mining; Diseases; History; Hospitals; Information systems; Pain; Clustering; Decision Tree; Hospital Information System; Multidimensional Scaling;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Data Mining Workshops (ICDMW), 2012 IEEE 12th International Conference on
  • Conference_Location
    Brussels
  • Print_ISBN
    978-1-4673-5164-5
  • Type

    conf

  • DOI
    10.1109/ICDMW.2012.80
  • Filename
    6406454