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Evaluating the Severity of Dementia of Alzheimer's Disease by a Characteristic-Point-Based Fuzzy Inference System.

Authors :
Tang-Kai Yin
Nan-Tsing Chiu
Source :
International Journal of Fuzzy Systems; Jun2006, Vol. 8 Issue 2, p1, 12p
Publication Year :
2006

Abstract

Cognitive ability screening instrument (CASI) is a cross-cultural mental screening test to evaluate the severity of dementia of Alzheimer's disease. In this research, a characteristic-point-based fuzzy inference system (CPFIS) is proposed to predict the CASI scores from the single-photon emission computed tomography (SPECT) volumes. Experiment results showed that CPFIS could provide a rough estimation of CASI scores that the P value for the hypothesis that the average of absolute errors of CPFIS is less than the average of absolute differences from the mean values was 0.0447. For comparison, a weighted support vector regression (SVR) machines was also tried. The performance of CPFIS was slightly better than SVR in this study (P=0.068). [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
15622479
Volume :
8
Issue :
2
Database :
Supplemental Index
Journal :
International Journal of Fuzzy Systems
Publication Type :
Academic Journal
Accession number :
22197742