17 citations · 21 across the 3 of their papers we have counts for
3 papers
Sufficient Markov Decision Processes with Alternating Deep Neural Networks
Longshaokan Wang, Eric B. Laber, Katie Witkiewitz
Advances in mobile computing technologies have made it possible to monitor and apply data-driven interventions across complex systems in real time. Markov decision processes (MDPs)…
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…
Assessing Time-Varying Causal Effect Moderation in Mobile Health
Audrey Boruvka, Daniel Almirall, Katie Witkiewitz +1
In mobile health interventions aimed at behavior change and maintenance, treatments are provided in real time to manage current or impending high risk situations or promote healthy…