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Introducing Attribute Association Graphs to Facilitate Medical Data Exploration: Development and Evaluation Using Epidemiological Study Data.

Louis BellmannAlexander Johannes WiederholdLeona TrübeRaphael TwerenboldFrank ÜckertKarl Gottfried
Published in: JMIR medical informatics (2024)
The proposed attribute association graph and dashboard enable intuitive visual data exploration. They are robust to high-dimensional as well as missing data and require no parameterization. The usability for clinicians was confirmed via a user test, and the validity of the statistical results was confirmed by associations known from literature and standard statistical inference.
Keyphrases
  • electronic health record
  • big data
  • healthcare
  • systematic review
  • palliative care
  • machine learning
  • single cell
  • deep learning
  • clinical evaluation