Title :
Automatic Differentiation between Alzheimer´s Disease and Mild Cognitive Impairment Combining PET Data and Psychological Scores
Author :
Segovia, F. ; Bastin, C. ; Salmon, Elizabeth ; Gorriz, J.M. ; Ramirez, J. ; Phillips, Chris
Author_Institution :
Cyclotron Res. Centre, Univ. of Liege, Liege, Belgium
Abstract :
In recent years, several approaches to develop computer aided diagnosis systems for dementia have been proposed. The purpose of this work is to measure the advantages of using not only brain images as data source for those systems but also some psychological scores. To this aim, we compared the accuracy rates achieved by systems that use psychological scores beside the image data in the classification step and systems that use only the image data. The experiments show that the formers achieve higher accuracy rates regardless of the procedure carried out to analyze the image data.
Keywords :
brain; cognition; diseases; image classification; medical disorders; medical image processing; neurophysiology; positron emission tomography; psychology; Alzheimer´s disease; PET data; brain images; computer aided diagnosis systems; data source; dementia; image data; mild cognitive impairment; psychological scores; Accuracy; Dementia; Positron emission tomography; Psychology; Vectors; Alzheimer´s disease; PET imaging; machine learning; mild cognitive impairment;
Conference_Titel :
Pattern Recognition in Neuroimaging (PRNI), 2013 International Workshop on
Conference_Location :
Philadelphia, PA
DOI :
10.1109/PRNI.2013.45