2 papers
stat.ML2025
Learning Treatment Allocations with Risk Control Under Partial Identifiability
Sofia Ek, Dave Zachariah
Learning beneficial treatment allocations for a patient population is an important problem in precision medicine. Many treatments come with adverse side effects that are not commen…
stat.ME2024
Externally Valid Policy Evaluation Combining Trial and Observational Data
Sofia Ek, Dave Zachariah
Randomized trials are widely considered as the gold standard for evaluating the effects of decision policies. Trial data is, however, drawn from a population which may differ from…