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Longitudinal Study of Alzheimer’s Disease Degeneration through EEG Data Analysis with aNeuCube Spiking Neural Network Model

Capecci, E.; Gholami Doborjeh, Z; Mammone, N; Foresta, F; Morabito, F; Kasabov, N
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IJCNN16.pdf (15.27Mb)
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http://hdl.handle.net/10292/10000
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Abstract
Motivated by the dramatic rise of neurological disorders, we propose a SNN technique to model electroencephalography (EEG) data collected from people affected by Alzheimer’s Disease (AD) and people diagnosed with mild cognitive impairment (MCI). An evolving spatio-temporal data machine (eSTDM), named the NeuCube architecture, is used to analyse changes of neural activity across different brain regions. The model developed allows for studying AD progression and for predicting whether a patient diagnosed with MCI is more likely to develop AD.
Date
July 24, 2016
Source
IEEE World Congress on Computational Intelligence 2016, Vancouver, Canada, 2016-07-24 to 2016-07-29
Item Type
Conference Contribution
Publisher
IEEE
Publisher's Version
http://wcci2016.org/document/wcci16-pbk-c.pdf
Rights Statement
Copyright © 2016 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works.

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