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
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