• DocumentCode
    465853
  • Title

    Representing Causation in Medicine: How Fuzzy "Sets as Points" Capture the Uniqueness of the Patient, Context, and Change in the Fuzzy Unit Hypercube

  • Author

    Helgason, Cathy M. ; Jobe, Thomas H.

  • Author_Institution
    Illinois Univ., Chicago
  • Volume
    2
  • fYear
    2006
  • fDate
    8-11 Oct. 2006
  • Firstpage
    1786
  • Lastpage
    1792
  • Abstract
    Fuzzy logic has found its application in medicine through technology and soft computing. Less studied are clinical implications for medical diagnosis and therapy. In order to lend itself scientifically as a method for "evidence-based medicine" fuzzy logic offers more than probability-based statistics because it can deal with causation and uncertainty. Decisions in certainty assume no role for unknown factors in the analysis. However, in the real patient unknown historical, physiological, environmental, other contextual factors and known but unmeasured variables are always present and affect the clinical course. We show how the fuzzy causation measure K derived from the fuzzy Subsethood theorem characterizes change in patient condition, disambiguates clinical decision and shows how representation of a patient by known variables is but a shadow of the reality of a multitude of unrepresented variables, some of which can be measured, others, which are totally unnamed.
  • Keywords
    case-based reasoning; fuzzy logic; fuzzy set theory; medical diagnostic computing; patient diagnosis; evidence-based medicine; fuzzy causation; fuzzy logic; fuzzy sets; fuzzy subsethood theorem; fuzzy unit hypercube; medical diagnosis; medical therapy; patient condition; soft computing; uncertainty; Cellular neural networks; Fuzzy logic; Fuzzy neural networks; Fuzzy sets; Hypercubes; Medical diagnosis; Medical diagnostic imaging; Medical treatment; Probability; Statistics;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Systems, Man and Cybernetics, 2006. SMC '06. IEEE International Conference on
  • Conference_Location
    Taipei
  • Print_ISBN
    1-4244-0099-6
  • Electronic_ISBN
    1-4244-0100-3
  • Type

    conf

  • DOI
    10.1109/ICSMC.2006.384978
  • Filename
    4274112