17 citations · 24 across the 9 of their papers we have counts for
4 papers · 1 filter
MiWaves Reinforcement Learning Algorithm
Susobhan Ghosh, Yongyi Guo, Pei-Yao Hung +5
The escalating prevalence of cannabis use poses a significant public health challenge globally. In the U.S., cannabis use is more prevalent among emerging adults (EAs) (ages 18-25)…
Assessing the Impact of Context Inference Error and Partial Observability on RL Methods for Just-In-Time Adaptive Interventions
Karine Karine, Predrag Klasnja, Susan A. Murphy +1
Just-in-Time Adaptive Interventions (JITAIs) are a class of personalized health interventions developed within the behavioral science community. JITAIs aim to provide the right typ…
Small Sample Inference for Generalization Error in Classification Using the CUD Bound
Eric B. Laber, Susan A. Murphy
Confidence measures for the generalization error are crucial when small training samples are used to construct classifiers. A common approach is to estimate the generalization erro…
Active Learning for Developing Personalized Treatment
Kun Deng, Joelle Pineau, Susan A. Murphy
The personalization of treatment via bio-markers and other risk categories has drawn increasing interest among clinical scientists. Personalized treatment strategies can be learned…