The fuzzy logic and analysis of the receiver operating characteristic in decision processes.

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Authors

HONZÍKOVÁ Nataša FIŠER Bohumil HONZÍK Petr

Year of publication 2005
Type Article in Proceedings
Conference New Horizons in Industry, Business and Education
MU Faculty or unit

Faculty of Medicine

Citation
Field Physiology
Keywords : Interdisciplinary education; medical technology; receiver operating characteristic; fuzzy logic; sudden cardiac death
Description The weight - a nonparametric index, which is equivalent to the area under the curve of the receiver operating characteristic (AUC), together with the application of fuzzy logic were introduced into the prediction of sudden cardiac death based on examination of risk factors. This new approach decreased the computational complexity in case of multi-class AUC evaluation in comparison to the current methods. Our approach did not fail in the special cases as the current methods did. Because of the comeback of AUC in mathematical modelling, the solution found contributed to the research in the areas of data mining, machine learning, and artificial intelligence.
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