Title :
Diagnosis support using fuzzy cognitive maps combined with genetic algorithms
Author :
Georgopoulos, Voula C. ; Stylios, Chrysotomos D.
Author_Institution :
Dept. of Speech & Language Therapy, Technol. Educ. Inst. of Patras, Patras, Greece
Abstract :
A new hybrid modeling methodology to support medical diagnosis decisions is developed here. It extends previous work on competitive fuzzy cognitive maps for medical diagnosis support systems by complementing them with genetic algorithms methods for concept interaction. The synergy of these methodologies is accomplished by a new proposed algorithm that leads to more dependable advanced medical diagnosis support systems that are suitable to handle situations where the decisions are not clearly distinct. The technique developed here is applied successfully to model and test a differential diagnosis problem from the speech pathology area for the diagnosis of language impairments.
Keywords :
cognitive systems; decision support systems; diseases; fuzzy systems; genetic algorithms; medical diagnostic computing; medical information systems; speech; competitive fuzzy cognitive maps; differential diagnosis problem; genetic algorithms method; hybrid modeling methodology; language impairment diagnosis; medical diagnosis decision support systems; speech pathology area; Algorithms; Decision Support Systems, Clinical; Diagnosis, Computer-Assisted; Fuzzy Logic; Humans; Language Disorders; Pattern Recognition, Automated; Reproducibility of Results; Sensitivity and Specificity;
Conference_Titel :
Engineering in Medicine and Biology Society, 2009. EMBC 2009. Annual International Conference of the IEEE
Conference_Location :
Minneapolis, MN
Print_ISBN :
978-1-4244-3296-7
Electronic_ISBN :
1557-170X
DOI :
10.1109/IEMBS.2009.5334647