Review
Sep 2026
Agnostic Model-Assisted Estimation with Machine Learning for Survey Data
Model-assisted estimation uses prediction rules to improve the efficiency of estimators of finite population parameters while retaining design-based inference. Although flexible prediction methods have been considered, existing theoretical results are largely method-specific. We develop a learner-agnostic framework tha...
Zi-Ming An, Mehdi Dagdoug, D. Haziza et al.
· 2 citations