183 citations · 348 across the 27 of their papers we have counts for
3 papers · 1 filter
Estimating Dynamic Treatment Regimes in Mobile Health Using V-learning
Daniel J. Luckett, Eric B. Laber, Anna R. Kahkoska +3
The vision for precision medicine is to use individual patient characteristics to inform a personalized treatment plan that leads to the best healthcare possible for each patient.…
A Batch, Off-Policy, Actor-Critic Algorithm for Optimizing the Average Reward
S. A. Murphy, Y. Deng, E. B. Laber +3
We develop an off-policy actor-critic algorithm for learning an optimal policy from a training set composed of data from multiple individuals. This algorithm is developed with a vi…
Interpretable Dynamic Treatment Regimes
Yichi Zhang, Eric B. Laber, Anastasios Tsiatis +1
Precision medicine is currently a topic of great interest in clinical and intervention science. One way to formalize precision medicine is through a treatment regime, which is a se…