Decoding Hearing-Related Changes in Older Adults' Spatiotemporal Neural Processing of Speech Using Machine Learning.

aging event-related potentials hearing loss machine learning speech perception stability selection and control support vector machine

Journal

Frontiers in neuroscience
ISSN: 1662-4548
Titre abrégé: Front Neurosci
Pays: Switzerland
ID NLM: 101478481

Informations de publication

Date de publication:
2020
Historique:
received: 18 12 2019
accepted: 25 06 2020
entrez: 9 8 2020
pubmed: 9 8 2020
medline: 9 8 2020
Statut: epublish

Résumé

Speech perception in noisy environments depends on complex interactions between sensory and cognitive systems. In older adults, such interactions may be affected, especially in those individuals who have more severe age-related hearing loss. Using a data-driven approach, we assessed the temporal (

Identifiants

pubmed: 32765215
doi: 10.3389/fnins.2020.00748
pmc: PMC7378401
doi:

Types de publication

Journal Article

Langues

eng

Pagination

748

Subventions

Organisme : NIDCD NIH HHS
ID : R01 DC016267
Pays : United States

Informations de copyright

Copyright © 2020 Mahmud, Ahmed, Al-Fahad, Moinuddin, Yeasin, Alain and Bidelman.

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Auteurs

Md Sultan Mahmud (MS)

Department of Electrical and Computer Engineering, The University of Memphis, Memphis, TN, United States.

Faruk Ahmed (F)

Department of Electrical and Computer Engineering, The University of Memphis, Memphis, TN, United States.

Rakib Al-Fahad (R)

Department of Electrical and Computer Engineering, The University of Memphis, Memphis, TN, United States.

Kazi Ashraf Moinuddin (KA)

Department of Electrical and Computer Engineering, The University of Memphis, Memphis, TN, United States.

Mohammed Yeasin (M)

Department of Electrical and Computer Engineering, The University of Memphis, Memphis, TN, United States.

Claude Alain (C)

Rotman Research Institute-Baycrest Centre for Geriatric Care, Toronto, ON, Canada.
Department of Psychology, University of Toronto, Toronto, ON, Canada.
Institute of Medical Sciences, University of Toronto, Toronto, ON, Canada.

Gavin M Bidelman (GM)

Institute for Intelligent Systems, University of Memphis, Memphis, TN, United States.
School of Communication Sciences and Disorders, University of Memphis, Memphis, TN, United States.
Department of Anatomy and Neurobiology, University of Tennessee Health Science Center, Memphis, TN, United States.

Classifications MeSH