Synthetic Blips: Generalizing Synthetic Controls for Dynamic Treatment Effects
We propose a generalization of the synthetic control methods to the setting with dynamic treatment effects, in which each unit receives multiple treatments sequentially, according to an adaptive policy that depends on a latent, endogenously time-varying confounding state. Under a low-rank latent factor model assumption...
Anish Agarwal, Sukjin Han, Dwaipayan Saha et al.
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