An ensemble learning based framework to estimate warfarin maintenance dose with cross-over variables exploration on incomplete data set
Yan Liu, Jihui Chen, Yin You, Ajing Xu, Li P, Yu Wang, Jiaxing Sun, Ze Yu, Fei Gao, Jian Zhang
Topics & Concepts
WarfarinMissing dataUnivariateComputer scienceVariable (mathematics)Machine learningRegression analysisEnsemble learningCross-validationSet (abstract data type)Feature (linguistics)DosingMultivariate statisticsData miningObservational studyRegressionArtificial intelligenceStatisticsMathematicsMedicineLinguisticsPharmacologyCardiologyPhilosophyMathematical analysisAtrial fibrillationProgramming languageAtrial Fibrillation Management and OutcomesExplainable Artificial Intelligence (XAI)Computational Drug Discovery Methods