DARTS adaptively selects prognostic covariates via budgeted Thompson sampling in sequential experiments, preserving randomization validity and achieving asymptotic coverage for the inverse-variance weighted estimator.
Rerandomization and regression adjustment.Journal of the Royal Statistical Society: Series B (Statistical Methodology), 82(1):241–268, 2020
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DARTS: Targeting Prognostic Covariates in Budget-Constrained Sequential Experiments
DARTS adaptively selects prognostic covariates via budgeted Thompson sampling in sequential experiments, preserving randomization validity and achieving asymptotic coverage for the inverse-variance weighted estimator.