Comparison of multivariate linear regression and a machine learning algorithm developed for prediction of precision warfarin dosing in a Korean population.
Van Lam NguyenHoang Dat NguyenYong-Soon ChoHo-Sook KimIl-Yong HanDae-Kyeong KimSangzin AhnJae-Gook ShinPublished in: Journal of thrombosis and haemostasis : JTH (2021)
This study shows that our LR and GMB models are satisfactory to predict warfarin dose in our dataset. Both models showed similar performance and feature contribution characteristics. LR may be the appropriate model due to its simplicity and interpretability.