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Federated learning improves site performance in multicenter deep learning without data sharing.
Sarma, Karthik V; Harmon, Stephanie; Sanford, Thomas; Roth, Holger R; Xu, Ziyue; Tetreault, Jesse; Xu, Daguang; Flores, Mona G; Raman, Alex G; Kulkarni, Rushikesh; Wood, Bradford J; Choyke, Peter L; Priester, Alan M; Marks, Leonard S; Raman, Steven S; Enzmann, Dieter; Turkbey, Baris; Speier, William; Arnold, Corey W.
Afiliación
  • Sarma KV; Department of Radiological Sciences, University of California, Los Angeles, Los Angeles, California, USA.
  • Harmon S; Department of Bioengineering, University of California, Los Angeles, Los Angeles, California, USA.
  • Sanford T; National Cancer Institute, National Institutes of Health, Bethesda, Maryland, USA.
  • Roth HR; Clinical Monitoring Research Program Directorate, Frederick National Laboratory for Cancer Research, Frederick, Maryland, USA.
  • Xu Z; Department of Urology, SUNY Upstate Medical Center, Syracuse, New York, USA.
  • Tetreault J; NVIDIA Corporation, Bethesda, Maryland, USA.
  • Xu D; NVIDIA Corporation, Bethesda, Maryland, USA.
  • Flores MG; NVIDIA Corporation, Bethesda, Maryland, USA.
  • Raman AG; NVIDIA Corporation, Bethesda, Maryland, USA.
  • Kulkarni R; NVIDIA Corporation, Bethesda, Maryland, USA.
  • Wood BJ; Department of Radiological Sciences, University of California, Los Angeles, Los Angeles, California, USA.
  • Choyke PL; Department of Radiological Sciences, University of California, Los Angeles, Los Angeles, California, USA.
  • Priester AM; National Cancer Institute, National Institutes of Health, Bethesda, Maryland, USA.
  • Marks LS; National Cancer Institute, National Institutes of Health, Bethesda, Maryland, USA.
  • Raman SS; Department of Bioengineering, University of California, Los Angeles, Los Angeles, California, USA.
  • Enzmann D; Department of Urology, University of California, Los Angeles, Los Angeles, California, USA.
  • Turkbey B; Department of Urology, University of California, Los Angeles, Los Angeles, California, USA.
  • Speier W; Department of Radiological Sciences, University of California, Los Angeles, Los Angeles, California, USA.
  • Arnold CW; Department of Radiological Sciences, University of California, Los Angeles, Los Angeles, California, USA.
J Am Med Inform Assoc ; 28(6): 1259-1264, 2021 06 12.
Article en En | MEDLINE | ID: mdl-33537772
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Texto completo: 1 Colección: 01-internacional Base de datos: MEDLINE Asunto principal: Difusión de la Información / Aprendizaje Profundo Tipo de estudio: Clinical_trials Límite: Humans Idioma: En Revista: J Am Med Inform Assoc Asunto de la revista: INFORMATICA MEDICA Año: 2021 Tipo del documento: Article País de afiliación: Estados Unidos
Texto completo
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Texto completo: 1 Colección: 01-internacional Base de datos: MEDLINE Asunto principal: Difusión de la Información / Aprendizaje Profundo Tipo de estudio: Clinical_trials Límite: Humans Idioma: En Revista: J Am Med Inform Assoc Asunto de la revista: INFORMATICA MEDICA Año: 2021 Tipo del documento: Article País de afiliación: Estados Unidos