Building machine learning models without sharing patient data: A simulation-based analysis of distributed learning by ensembling.

Tuladhar, Anup; Gill, Sascha; Ismail, Zahinoor; Forkert, Nils D

Tuladhar, Anup; Gill, Sascha; Ismail, Zahinoor; Forkert, Nils D.

Afiliación

Tuladhar A; Department of Radiology, University of Calgary, Calgary, Alberta, Canada; Hotchkiss Brain Institute, University of Calgary, Calgary, Alberta, Canada. Electronic address: anup.tuladhar@ucalgary.ca.
Gill S; Hotchkiss Brain Institute, University of Calgary, Calgary, Alberta, Canada; Department of Clinical Neurosciences, University of Calgary, Calgary, Alberta, Canada.
Ismail Z; Hotchkiss Brain Institute, University of Calgary, Calgary, Alberta, Canada; Department of Clinical Neurosciences, University of Calgary, Calgary, Alberta, Canada; Department of Community Health Science, University of Calgary, Calgary, Alberta, Canada; Department of Psychiatry, University of Calgary,
Forkert ND; Department of Radiology, University of Calgary, Calgary, Alberta, Canada; Hotchkiss Brain Institute, University of Calgary, Calgary, Alberta, Canada; Department of Clinical Neurosciences, University of Calgary, Calgary, Alberta, Canada; Alberta Children's Hospital Research Institute, University of C

J Biomed Inform ; 106: 103424, 2020 06.

Article en En | MEDLINE | ID: mdl-32335226

Asunto(s)

Aprendizaje Automático; Redes Neurales de la Computación; Simulación por Computador; Humanos; Máquina de Vectores de Soporte

Palabras clave

Artificial neural networks; Distributed learning; Machine learning; Medical information systems; Random forest; Support vector machines

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Texto completo: 1 Colección: 01-internacional Base de datos: MEDLINE Asunto principal: Redes Neurales de la Computación / Aprendizaje Automático Límite: Humans Idioma: En Revista: J Biomed Inform Asunto de la revista: INFORMATICA MEDICA Año: 2020 Tipo del documento: Article Pais de publicación: Estados Unidos

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