Optimizing Digital Therapeutic Interventions: Online Learning under Endogenous Adherence
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In three linesDecision support framework for digital therapeutics modeling both recommendation and adherence effects using linear dynamical systems. UCB-BOLD algorithm proposed for online treatment selection with sublinear regret guarantees. Evaluation on micro-randomized trial data: 2-3x lower conditional value-at-risk regret than benchmarks.Read source
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