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Out-of-distribution Reject Option Method for Dataset Shift Problem in Early Disease Onset Prediction
To evaluate the ODROP method, we trained disease onset prediction models and OOD detection models on Hirosaki data and used AUROC-rejection curve plots from Wakayama data.
Health improvement framework for planning actionable treatment process using surrogate Bayesian model
A key point of the framework is the evaluation of the "actionability" for personal health improvements by using a surrogate Bayesian model in addition to a high-performance nonlinear ML model.
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