455 citations · 509 across the 13 of their papers we have counts for
4 papers · 1 filter
Estimating causal effects with optimization-based methods: A review and empirical comparison
Martin Cousineau, Vedat Verter, Susan A. Murphy +1
In the absence of randomized controlled and natural experiments, it is necessary to balance the distributions of (observable) covariates of the treated and control groups in order…
Estimating Time-Varying Causal Excursion Effect in Mobile Health with Binary Outcomes
Tianchen Qian, Hyesun Yoo, Predrag Klasnja +2
Advances in wearables and digital technology now make it possible to deliver behavioral mobile health interventions to individuals in their everyday life. The micro-randomized tria…
Linear mixed models with endogenous covariates: modeling sequential treatment effects with application to a mobile health study
Tianchen Qian, Predrag Klasnja, Susan A. Murphy
Mobile health is a rapidly developing field in which behavioral treatments are delivered to individuals via wearables or smartphones to facilitate health-related behavior change. M…
Action Centered Contextual Bandits
Kristjan Greenewald, Ambuj Tewari, Predrag Klasnja +1
Contextual bandits have become popular as they offer a middle ground between very simple approaches based on multi-armed bandits and very complex approaches using the full power of…