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stat.ME2024★ 1 cited
Sharp Bounds for Continuous-Valued Treatment Effects with Unobserved Confounders
Jean-Baptiste Baitairian, Bernard Sebastien, Rana Jreich +2
In causal inference, treatment effects are typically estimated under the ignorability, or unconfoundedness, assumption, which is often unrealistic in observational data. By relaxin…
stat.ML2024
Dynamical Survival Analysis with Controlled Latent States
Linus Bleistein, Van-Tuan Nguyen, Adeline Fermanian +1
We consider the task of learning individual-specific intensities of counting processes from a set of static variables and irregularly sampled time series. We introduce a novel mode…