DocumentCode
2790206
Title
The challenge of modeling Decision support systems for medical problems using Fuzzy Cognitive Maps: An overview
Author
Groumpos, Peter P.
Author_Institution
Dept. of Electr. & Comput. Eng., Univ. of Patras, Patras, Greece
fYear
2012
fDate
11-13 Nov. 2012
Firstpage
132
Lastpage
138
Abstract
The difficult and challenging problem of Medical Diagnosis using Decision Support Systems (DSS) is addressed from a system´s point of view. The novel approach of Fuzzy Cognitive Maps (FCMs) as a computational modelling method has been used to tackle problem of DSS for medical problems. The FCM approach is used to address the Medical Decision Analysis and compare it with Decision Trees algorithms. Two medical problems, the bladder tumor grading and Radiotherapy are analyzed and studied using the proposed FCM approach. Simulation results been obtained previously are presented and discussed. The important contributions that have been made by using FCM in a number of medical applications are briefly discussed and future research directions are provided for the clinical use of the FCM methodology.
Keywords
decision trees; fuzzy set theory; medical computing; DSS; FCM; bladder tumor grading; decision trees algorithms; fuzzy cognitive maps; medical problems; modeling decision support systems; radiotherapy; Decision support systems; Diseases; Fuzzy cognitive maps; Medical diagnosis; Medical diagnostic imaging; Tumors; decision support systems; fuzzy cognitive maps; medical diagnosis;
fLanguage
English
Publisher
ieee
Conference_Titel
Bioinformatics & Bioengineering (BIBE), 2012 IEEE 12th International Conference on
Conference_Location
Larnaca
Print_ISBN
978-1-4673-4357-2
Type
conf
DOI
10.1109/BIBE.2012.6399662
Filename
6399662
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