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Federated Learning for multi-omics: a performance evaluation in Parkinson's disease.

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第一作者： Benjamin,Danek

第一单位： Department of Computer Science, University of Illinois at Urbana-Champaign, Champaign, IL, 61820, USA.;Center for Alzheimer's and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, 20892, USA.;DataTecnica, Washington, DC, 20037, USA.

作者： Benjamin,Danek ^[1] ; Mary B,Makarious ^[2] ; Anant,Dadu ^[3] ; Dan,Vitale ^[3] ; Paul Suhwan,Lee ^[4] ; Mike A,Nalls ^[5] ; Jimeng,Sun ^[6] ; Faraz,Faghri ^[5]

作者单位： Department of Computer Science, University of Illinois at Urbana-Champaign, Champaign, IL, 61820, USA.;Center for Alzheimer's and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, 20892, USA.;DataTecnica, Washington, DC, 20037, USA. ^[1] Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD, 20892, USA.;Department of Clinical and Movement Neurosciences, UCL Queen Square Institute of Neurology, London, UK.;UCL Movement Disorders Centre, University College London, London, UK. ^[2] Center for Alzheimer's and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, 20892, USA.;DataTecnica, Washington, DC, 20037, USA. ^[3] Center for Alzheimer's and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, 20892, USA. ^[4] Center for Alzheimer's and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, 20892, USA.;DataTecnica, Washington, DC, 20037, USA.;Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD, 20892, USA. ^[5] Department of Computer Science, University of Illinois at Urbana-Champaign, Champaign, IL, 61820, USA.;Carle Illinois College of Medicine, University of Illinois at Urbana-Champaign, Champaign, IL, 61820, USA. ^[6]

关键词 Federated learning Machine Learning Omics Data Analysis Parkinson’s Disease Diagnosis

DOI 10.1101/2023.10.04.560604

PMID 37986893

发布时间 2025-05-30

基金项目

U01 NS082151/NS/NINDS NIH HHS/United States U01 NS082157/NS/NINDS NIH HHS/United States U01 NS082133/NS/NINDS NIH HHS/United States U01 NS082137/NS/NINDS NIH HHS/United States ZIA AG000534/ImNIH/Intramural NIH HHS/United States U01 NS082134/NS/NINDS NIH HHS/United States U01 NS082148/NS/NINDS NIH HHS/United States

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