Non-Stationary Latent Auto-Regressive Bandits
Anna L. Trella, Walter Dempsey, Finale Doshi-Velez, Susan A. Murphy. In Submission, 2024 [paper] [code]
Research
Optimizing an adaptive digital oral health intervention for promoting oral self-care behaviors: Micro-randomized trial protocol
Inbal Nahum-Shani, Zara M. Greer, Anna L. Trella, Kelly W. Zhang, Stephanie M. Carpenter, Dennis Ruenger, David Elashoff, Susan A. Murphy, Vivek Shetty. Contemporary Clinical Trials, 2024 [paper]
Reward Design For An Online Reinforcement Learning Algorithm Supporting Oral Self-Care
Anna L. Trella, Kelly W. Zhang, Inbal Nahum-Shani, Vivek Shetty, Finale Doshi-Velez, Susan A. Murphy. Proceedings of the 37th AAAI Conference on Artificial Intelligence (AAAI-23), 2023 [paper] [code] [video]
Designing Reinforcement Learning Algorithms for Digital Interventions: Pre-Implementation Guidelines
Anna L. Trella, Kelly W. Zhang, Inbal Nahum-Shani, Vivek Shetty, Finale Doshi-Velez, Susan A. Murphy. Special Issue of Algorithms in Decision Support Systems Vol. 2, 2022 [paper] [code] [video]
Discrepancies in Epidemiological Modeling of Aggregated Heterogeneous Data
Anna L. Trella, Peniel N. Argaw, Michelle M. Li, James A. Hay. Contributed Talk at IJCAI 2021 Workshop on Artificial Intelligence for Social Good [paper] [code]