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Federated learning for cognitive impairment detection using speech data.

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Title: Federated learning for cognitive impairment detection using speech data.
Authors: Blazquez-Folch J; Ace Alzheimer Center Barcelona - Universitat Internacional de Catalunya, Barcelona, Spain., Limones Andrade M; Department of Artificial Intelligence and Big Data, GMV, Madrid, Spain., Calm B; Ace Alzheimer Center Barcelona - Universitat Internacional de Catalunya, Barcelona, Spain., Auñón García JM; Department of Artificial Intelligence and Big Data, GMV, Madrid, Spain., Alegret M; Ace Alzheimer Center Barcelona - Universitat Internacional de Catalunya, Barcelona, Spain.; Networking Research Center on Neurodegenerative Diseases (CIBERNED), Instituto de Salud Carlos III, Madrid, Spain., Muñoz N; Ace Alzheimer Center Barcelona - Universitat Internacional de Catalunya, Barcelona, Spain., Cano A; Ace Alzheimer Center Barcelona - Universitat Internacional de Catalunya, Barcelona, Spain., Fernández V; Ace Alzheimer Center Barcelona - Universitat Internacional de Catalunya, Barcelona, Spain., García-Gutiérrez F; Ace Alzheimer Center Barcelona - Universitat Internacional de Catalunya, Barcelona, Spain., De Rojas I; Ace Alzheimer Center Barcelona - Universitat Internacional de Catalunya, Barcelona, Spain.; Networking Research Center on Neurodegenerative Diseases (CIBERNED), Instituto de Salud Carlos III, Madrid, Spain., García-González P; Ace Alzheimer Center Barcelona - Universitat Internacional de Catalunya, Barcelona, Spain., Olivé C; Ace Alzheimer Center Barcelona - Universitat Internacional de Catalunya, Barcelona, Spain., Puerta R; Ace Alzheimer Center Barcelona - Universitat Internacional de Catalunya, Barcelona, Spain., Capdevila-Bayo M; Ace Alzheimer Center Barcelona - Universitat Internacional de Catalunya, Barcelona, Spain., Muñoz-Morales Á; Ace Alzheimer Center Barcelona - Universitat Internacional de Catalunya, Barcelona, Spain., Bayón-Buján P; Ace Alzheimer Center Barcelona - Universitat Internacional de Catalunya, Barcelona, Spain., Miguel A; Ace Alzheimer Center Barcelona - Universitat Internacional de Catalunya, Barcelona, Spain., Montrreal L; Ace Alzheimer Center Barcelona - Universitat Internacional de Catalunya, Barcelona, Spain., Espinosa A; Ace Alzheimer Center Barcelona - Universitat Internacional de Catalunya, Barcelona, Spain.; Networking Research Center on Neurodegenerative Diseases (CIBERNED), Instituto de Salud Carlos III, Madrid, Spain., Sanz-Cartagena P; Ace Alzheimer Center Barcelona - Universitat Internacional de Catalunya, Barcelona, Spain., Rosende-Roca M; Ace Alzheimer Center Barcelona - Universitat Internacional de Catalunya, Barcelona, Spain., Zaldua C; Accexible Impacto s.l., Urduliz, Bizkaia, Spain., Gabirondo P; Accexible Impacto s.l., Urduliz, Bizkaia, Spain., Cantero-Fortiz Y; Ace Alzheimer Center Barcelona - Universitat Internacional de Catalunya, Barcelona, Spain.; Networking Research Center on Neurodegenerative Diseases (CIBERNED), Instituto de Salud Carlos III, Madrid, Spain., Gurruchaga MJ; Ace Alzheimer Center Barcelona - Universitat Internacional de Catalunya, Barcelona, Spain., Tarraga L; Ace Alzheimer Center Barcelona - Universitat Internacional de Catalunya, Barcelona, Spain.; Networking Research Center on Neurodegenerative Diseases (CIBERNED), Instituto de Salud Carlos III, Madrid, Spain., Boada M; Ace Alzheimer Center Barcelona - Universitat Internacional de Catalunya, Barcelona, Spain.; Networking Research Center on Neurodegenerative Diseases (CIBERNED), Instituto de Salud Carlos III, Madrid, Spain., Ruiz A; Ace Alzheimer Center Barcelona - Universitat Internacional de Catalunya, Barcelona, Spain.; Networking Research Center on Neurodegenerative Diseases (CIBERNED), Instituto de Salud Carlos III, Madrid, Spain.; Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases, University of Texas Health Science Center, San Antonio, TX, United States.; Department of Microbiology, Immunology and Molecular Genetics, Long School of Medicine. University of Texas Health Science Center, San Antonio, TX, United States., Marquié M; Ace Alzheimer Center Barcelona - Universitat Internacional de Catalunya, Barcelona, Spain.; Networking Research Center on Neurodegenerative Diseases (CIBERNED), Instituto de Salud Carlos III, Madrid, Spain., Valero S; Ace Alzheimer Center Barcelona - Universitat Internacional de Catalunya, Barcelona, Spain.; Networking Research Center on Neurodegenerative Diseases (CIBERNED), Instituto de Salud Carlos III, Madrid, Spain.
Source: Frontiers in artificial intelligence [Front Artif Intell] 2025 Oct 09; Vol. 8, pp. 1662859. Date of Electronic Publication: 2025 Oct 09 (Print Publication: 2025).
Publication Type: Journal Article
Journal Info: Publisher: Frontiers Media SA Country of Publication: Switzerland NLM ID: 101770551 Publication Model: eCollection Cited Medium: Internet ISSN: 2624-8212 (Electronic) Linking ISSN: 26248212 NLM ISO Abbreviation: Front Artif Intell Subsets: PubMed not MEDLINE
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Ace Alzheimer Center Barcelona - Universitat Internacional de Catalunya, Barcelona, Spain.<br /><searchLink fieldCode="AU" term="%22Cano+A%22">Cano A</searchLink>; Ace Alzheimer Center Barcelona - Universitat Internacional de Catalunya, Barcelona, Spain.<br /><searchLink fieldCode="AU" term="%22Fernández+V%22">Fernández V</searchLink>; Ace Alzheimer Center Barcelona - Universitat Internacional de Catalunya, Barcelona, Spain.<br /><searchLink fieldCode="AU" term="%22García-Gutiérrez+F%22">García-Gutiérrez F</searchLink>; Ace Alzheimer Center Barcelona - Universitat Internacional de Catalunya, Barcelona, Spain.<br /><searchLink fieldCode="AU" term="%22De+Rojas+I%22">De Rojas I</searchLink>; Ace Alzheimer Center Barcelona - Universitat Internacional de Catalunya, Barcelona, Spain.; Networking Research Center on Neurodegenerative Diseases (CIBERNED), Instituto de Salud Carlos III, Madrid, Spain.<br /><searchLink fieldCode="AU" term="%22García-González+P%22">García-González P</searchLink>; 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Accexible Impacto s.l., Urduliz, Bizkaia, Spain.<br /><searchLink fieldCode="AU" term="%22Cantero-Fortiz+Y%22">Cantero-Fortiz Y</searchLink>; Ace Alzheimer Center Barcelona - Universitat Internacional de Catalunya, Barcelona, Spain.; Networking Research Center on Neurodegenerative Diseases (CIBERNED), Instituto de Salud Carlos III, Madrid, Spain.<br /><searchLink fieldCode="AU" term="%22Gurruchaga+MJ%22">Gurruchaga MJ</searchLink>; Ace Alzheimer Center Barcelona - Universitat Internacional de Catalunya, Barcelona, Spain.<br /><searchLink fieldCode="AU" term="%22Tarraga+L%22">Tarraga L</searchLink>; Ace Alzheimer Center Barcelona - Universitat Internacional de Catalunya, Barcelona, Spain.; Networking Research Center on Neurodegenerative Diseases (CIBERNED), Instituto de Salud Carlos III, Madrid, Spain.<br /><searchLink fieldCode="AU" term="%22Boada+M%22">Boada M</searchLink>; Ace Alzheimer Center Barcelona - Universitat Internacional de Catalunya, Barcelona, Spain.; Networking Research Center on Neurodegenerative Diseases (CIBERNED), Instituto de Salud Carlos III, Madrid, Spain.<br /><searchLink fieldCode="AU" term="%22Ruiz+A%22">Ruiz A</searchLink>; Ace Alzheimer Center Barcelona - Universitat Internacional de Catalunya, Barcelona, Spain.; Networking Research Center on Neurodegenerative Diseases (CIBERNED), Instituto de Salud Carlos III, Madrid, Spain.; Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases, University of Texas Health Science Center, San Antonio, TX, United States.; Department of Microbiology, Immunology and Molecular Genetics, Long School of Medicine. University of Texas Health Science Center, San Antonio, TX, United States.<br /><searchLink fieldCode="AU" term="%22Marquié+M%22">Marquié M</searchLink>; Ace Alzheimer Center Barcelona - Universitat Internacional de Catalunya, Barcelona, Spain.; Networking Research Center on Neurodegenerative Diseases (CIBERNED), Instituto de Salud Carlos III, Madrid, Spain.<br /><searchLink fieldCode="AU" term="%22Valero+S%22">Valero S</searchLink>; Ace Alzheimer Center Barcelona - Universitat Internacional de Catalunya, Barcelona, Spain.; Networking Research Center on Neurodegenerative Diseases (CIBERNED), Instituto de Salud Carlos III, Madrid, Spain.
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