101 citations · 108 across the 12 of their papers we have counts for
4 papers · 1 filter
Batch Predictive Inference
Yonghoon Lee, Eric Tchetgen Tchetgen, Edgar Dobriban
Constructing prediction sets with coverage guarantees for unobserved outcomes is a core problem in modern statistics. Methods for predictive inference have been developed for a wid…
Causal Inference with a Hidden Treatment
Ying Zhou, Eric Tchetgen Tchetgen
In many causal inference settings, the treatment of interest is not directly observed; instead, one or more error-prone proxy measurements are available, creating a fundamental ide…
Conditional Predictive Inference for Missing Outcomes
Yonghoon Lee, Edgar Dobriban, Eric Tchetgen Tchetgen
We study the problem of conditional predictive inference on multiple outcomes missing at random (MAR) -- or equivalently, under covariate shift. While the weighted conformal predic…
On Identification of Optimal Dynamic Treatment Regimes with Proxies of Hidden Confounders
Jeffrey Zhang, Eric Tchetgen Tchetgen
We consider identification of optimal dynamic treatment regimes in a setting where time-varying treatments are confounded by hidden time-varying confounders, but proxy variables of…