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Automating Construction of Machine Learning Models With Clinical Big Data: Proposal Rationale and Methods.

Gang LuoBryan L StoneMichael D JohnsonPeter Tarczy-HornochAdam B WilcoxSean D MooneyXiaoming ShengPeter J HaugFlory L Nkoy
Published in: JMIR research protocols (2017)
Auto-ML will generalize to various clinical prediction/classification problems. With minimal help from data scientists, health care researchers can use Auto-ML to quickly build high-quality models. This will boost wider use of machine learning in health care and improve patient outcomes.
Keyphrases
  • machine learning
  • big data
  • artificial intelligence
  • healthcare
  • deep learning
  • mental health
  • clinical trial
  • electronic health record
  • social media
  • health information