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stat.ME2021
Dynamic treatment effects: high-dimensional inference under model misspecification
Yuqian Zhang, Weijie Ji, Jelena Bradic
Estimating dynamic treatment effects is crucial across various disciplines, providing insights into the time-dependent causal impact of interventions. However, this estimation pose…
stat.ME2021★ 1 cited
High-dimensional Inference for Dynamic Treatment Effects
Jelena Bradic, Weijie Ji, Yuqian Zhang
Estimating dynamic treatment effects is a crucial endeavor in causal inference, particularly when confronted with high-dimensional confounders. Doubly robust (DR) approaches have e…