• DocumentCode
    3613488
  • Title

    Searching for new patterns in cardiovascular data

  • Author

    V. Podgorelec;P. Kokol;M.M. Stiglic

  • Author_Institution
    FERI, Maribor Univ., Slovenia
  • fYear
    2002
  • fDate
    6/24/1905 12:00:00 AM
  • Firstpage
    111
  • Lastpage
    116
  • Abstract
    We study a new approach to rule induction from medical data sets with the help of physicians´ assessment of the progressing solution in order to find new patterns in the available data. A method for the automatic extraction of rules is presented which is based on the evolutionary induction of decision trees and on automatic programming. The method is applied to a cardiovascular database. Several sets of rules are induced upon different groups of attributes which may possibly reveal the presence of some specific cardiovascular problems in young patients. The obtained rules are assessed by a physician in order to evaluate the strength of the developed knowledge discovery method.
  • Keywords
    "Cardiology","Decision trees","Medical diagnostic imaging","Databases","Decision making","Classification tree analysis","Data mining","Induction generators","Education","Hospitals"
  • 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.2002.1011363
  • Filename
    1011363