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.
Bayesian neural networks for selection of drug sensitive genes.Journal of the American Statistical Association, 113(523):955–972, 2018
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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.