Emulate randomized clinical trials using heterogeneous treatment effect estimation for personalized treatments: Methodology review and benchmark
Yaobin Ling, Pulakesh Upadhyaya, Luyao Chen, Xiaoqian Jiang, Yejin Kim
Topics & Concepts
Computer scienceRepurposingBenchmark (surveying)Machine learningHealth carePersonalized medicineArtificial intelligenceEstimationDeep learningSoftware deploymentData scienceBig dataPrecision medicineDomain (mathematical analysis)Data miningMedicineBioinformaticsEcologyGeographyOperating systemMathematical analysisEconomic growthGeodesyManagementEconomicsPathologyBiologyMathematicsAdvanced Causal Inference TechniquesMachine Learning in HealthcareHealth Systems, Economic Evaluations, Quality of Life