Benchmarking AutoML frameworks for disease prediction using medical claims.
Roland Albert A RomeroMariefel Nicole Y DeypalanSuchit MehrotraJohn Titus JungaoNatalie E SheilsElisabetta ManduchiJason H MoorePublished in: BioData mining (2022)
Among the three explored, no AutoML tool consistently outperforms the rest in terms of predictive performance. The performances of the models in this study suggest that there may be room for improvement in handling medical claims data. Finally, selection of the optimal prediction threshold should be guided by the specific practical application.