Introducing Attribute Association Graphs to Facilitate Medical Data Exploration: Development and Evaluation Using Epidemiological Study Data.
Louis BellmannAlexander Johannes WiederholdLeona TrübeRaphael TwerenboldFrank ÜckertKarl GottfriedPublished 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.