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Implementation of an artificial neural network on the test Barcelona workstation as a predictive model for the classification of normal, mild cognitive impairment and Alzheimer's disease subjects using the Neuronorma battery

Author
Rivera Ávila, N.; Cabrera-Bean, Margarita; Gonzalo Sanchez-Benavides; Gallego, C.; Lupiáñez, J.; Peña-Casanovas, J.
Type of activity
Journal article
Journal
KnE life sciences
Date of publication
2018-11-01
First page
763
Last page
772
DOI
https://doi.org/10.18502/kls.v4i8.3334 Open in new window
Project funding
Grup de processament del senyal i comunicacions
Repository
http://hdl.handle.net/2117/125203 Open in new window
URL
https://knepublishing.com/index.php/Kne-Life/article/view/3334/7024 Open in new window
Abstract
Objective: to implement an online Artificial Neural Network (ANN) that provides the probability of a subject having mild cognitive impairment(MCI) or Alzheimer’s disease (AD). Method: Different ANN’s were trained with a sample of 350 controls, 75 MCI and 93 AD subjects. The ANN structure chosen was: (1) an input layer of 33 cognitive variables from the NEURONOR-MA battery plus two sociodemographic variables, age and education, which was reduced to a 15-fea-ture input vector using the Multipl...
Citation
Rivera Ávila, N., Cabrera-Bean, Margarita, Gonzalo Sanchez-Benavides, Gallego, C., Lupiáñez, J., Peña-Casanovas, J. Implementation of an artificial neural network on the test Barcelona workstation as a predictive model for the classification of normal, mild cognitive impairment and Alzheimer's disease subjects using the Neuronorma battery. "KnE life sciences", 1 Novembre 2018, p. 763-772.
Keywords
Alzheimer’s disease, Cognitive impairment, Machine learning, NEURONORMA battery, Neural networks
Group of research
SPCOM - Signal Processing and Communications Group

Participants

  • Rivera Avila, Neus  (author)
  • Cabrera Bean, Margarita Asuncion  (author)
  • Sánchez Benavides, Gonzalo  (author)
  • Gallego González, Carles  (author)
  • Lupiáñez Pretel, José  (author)
  • Peña Casanovas, Jordi  (author)

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