• DocumentCode
    3184140
  • Title

    Automatic analysis of Categorical Verbal Fluency for Mild Cognitive impartment detection: A non-linear language independent approach

  • Author

    Lopez-de-Ipina, K. ; Martinez-de-Lizarduy, U. ; Barroso, N. ; Ecay-Torres, M. ; Martinez-Lage, P. ; Torres, F. ; Faundez-Zanuy, Marcos

  • Author_Institution
    Eng. Sch., Univ. del País Vasco, Donostia-San Sebastian, Spain
  • fYear
    2015
  • fDate
    10-12 June 2015
  • Firstpage
    101
  • Lastpage
    104
  • Abstract
    Alzheimer´s disease (AD) is one of the main causes of dementia in the world and the patients develop severe disability and sometime full dependence. In previous stages Mild Cognitive Impairment (MCI) produces cognitive loss but not severe enough to interfere with daily life. This work, on selection of biomarkers from speech for the detection of AD, is part of a wide-ranging cross study for the diagnosis of Alzheimer. Specifically in this work a task for detection of MCI has been used. The task analyzes Categorical Verbal Fluency. The automatic classification is carried out by SVM over classical linear features, Castiglioni fractal dimension and Permutation Entropy. Finally the most relevant features are selected by ANOVA test.
  • Keywords
    cognition; entropy; feature selection; fractals; medical disorders; patient diagnosis; speech; speech processing; statistical analysis; support vector machines; ANOVA test; Alzheimer disease diagnosis; Castiglioni fractal dimension; automatic categorical verbal fluency analysis; biomarker selection; dementia; feature selection; linear features; mild cognitive impartment detection; nonlinear language independent approach; permutation entropy; speech; support vector machine; Analysis of variance; Dementia; Fractals; Speech; Support vector machines; Alzheimer´s Disease; Automatic speech analysis; Entropy; Fractals; Mild Cognitive Impairment; Non.linear features; automatic selection of features;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Bioinspired Intelligence (IWOBI), 2015 4th International Work Conference on
  • Conference_Location
    San Sebastian
  • Print_ISBN
    978-1-4673-7845-1
  • Type

    conf

  • DOI
    10.1109/IWOBI.2015.7160151
  • Filename
    7160151