A two-stage Q-learning algorithm jointly chooses treatments and which covariates to collect, maximizing expected outcome minus assessment and treatment costs.
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Balancing utility and cost in dynamic treatment regimes
A two-stage Q-learning algorithm jointly chooses treatments and which covariates to collect, maximizing expected outcome minus assessment and treatment costs.