1 citations · 2 across the 6 of their papers we have counts for
7 papers
Reinforcement Learning in the Real World: A Survey of Statistical Challenges and Future Directions
Asim H. Gazi, Yongyi Guo, Daiqi Gao +3
Reinforcement learning (RL) has achieved remarkable success in real-world decision-making across diverse domains, including gaming, robotics, online advertising, public health, and…
Reproducible workflow for online AI in digital health
Susobhan Ghosh, Bhanu T. Gullapalli, Daiqi Gao +5
Online artificial intelligence (AI) algorithms are an important component of digital health interventions. These online algorithms are designed to continually learn and improve the…
"It felt more real": Investigating the User Experience of the MiWaves Personalizing JITAI Pilot Study
Susobhan Ghosh, Pei-Yao Hung, Lara N. Coughlin +6
Cannabis use among emerging adults is increasing globally, posing significant health risks and creating a need for effective interventions. We present an exploratory analysis of th…
Reinforcement Learning on Dyads to Enhance Medication Adherence
Ziping Xu, Hinal Jajal, Sung Won Choi +5
Medication adherence is critical for the recovery of adolescents and young adults (AYAs) who have undergone hematopoietic cell transplantation (HCT). However, maintaining adherence…
Effective Monitoring of Online Decision-Making Algorithms in Digital Intervention Implementation
Anna L. Trella, Susobhan Ghosh, Erin E. Bonar +10
Online AI decision-making algorithms are increasingly used by digital interventions to dynamically personalize treatment to individuals. These algorithms determine, in real-time, t…
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)…
reBandit: Random Effects based Online RL algorithm for Reducing Cannabis Use
Susobhan Ghosh, Yongyi Guo, Pei-Yao Hung +5
The escalating prevalence of cannabis use, and associated cannabis-use disorder (CUD), poses a significant public health challenge globally. With a notably wide treatment gap, espe…