• DocumentCode
    634504
  • 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
  • fYear
    2013
  • fDate
    22-24 June 2013
  • Firstpage
    144
  • Lastpage
    147
  • 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;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Pattern Recognition in Neuroimaging (PRNI), 2013 International Workshop on
  • Conference_Location
    Philadelphia, PA
  • Type

    conf

  • DOI
    10.1109/PRNI.2013.45
  • Filename
    6603577