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stat.ME2025★ 4 cited
Variable importance measures for heterogeneous treatment effects
Oliver J. Hines, Karla Diaz-Ordaz, Stijn Vansteelandt
Motivated by applications in precision medicine and treatment effect heterogeneity, recent research has focused on estimating conditional average treatment effects (CATEs) using ma…
stat.ME2024
Optimally weighted average derivative effects
Oliver Hines, Karla Diaz-Ordaz, Stijn Vansteelandt
Weighted average derivative effects (WADEs) are nonparametric estimands with uses in economics and causal inference. Debiased WADE estimators typically require learning the conditi…