• DocumentCode
    2178964
  • Title

    Mining temporal medical data using adaptive fuzzy cognitive maps

  • Author

    Froelich, Wojciech ; Wakulicz-Deja, Alicja

  • Author_Institution
    Inst. of Comput. Sci., Univ. of Silesia, Sosnowiec
  • fYear
    2009
  • fDate
    21-23 May 2009
  • Firstpage
    16
  • Lastpage
    23
  • Abstract
    In this paper, we present our research on mining temporal medical data. In particular, we investigate the possibility of applying fuzzy cognitive maps (FCMs) to discover temporal dependencies between medical concepts. We consider two types of simple concepts, i.e., medical interventions (such as prescribing drugs) and health effects expressed by changes of patients´ conditions. The long-term goal of the research is the application of the discovered FCM to medical decision support and planning the therapy of patients. Finally, we present the results of experiments performed on temporal diabetes data.
  • Keywords
    adaptive systems; cognitive systems; data mining; decision support systems; fuzzy reasoning; medical computing; patient treatment; adaptive fuzzy cognitive map; medical decision support system; medical intervention; mining temporal medical data; patient health therapy; Computer science; Data mining; Diabetes; Diseases; Drugs; Fuzzy cognitive maps; Knowledge representation; Medical diagnostic imaging; Medical treatment; Ontologies; data mining; fuzzy cognitive maps;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Human System Interactions, 2009. HSI '09. 2nd Conference on
  • Conference_Location
    Catania
  • Print_ISBN
    978-1-4244-3959-1
  • Electronic_ISBN
    978-1-4244-3960-7
  • Type

    conf

  • DOI
    10.1109/HSI.2009.5090946
  • Filename
    5090946