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Susan Murphy
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Cited by
Year
Online learning in bandits with predicted context
Y Guo, Z Xu, S Murphy
International Conference on Artificial Intelligence and Statistics, 2215-2223, 2024
2024
Contextual bandits with budgeted information reveal
K Gan, E Keyvanshokooh, X Liu, S Murphy
International Conference on Artificial Intelligence and Statistics, 3970-3978, 2024
32024
Did we personalize? assessing personalization by an online reinforcement learning algorithm using resampling
S Ghosh, R Kim, P Chhabria, R Dwivedi, P Klasnja, P Liao, K Zhang, ...
Machine Learning, 1-37, 2024
62024
Optimizing an adaptive digital oral health intervention for promoting oral self-care behaviors: Micro-randomized trial protocol
I Nahum-Shani, ZM Greer, AL Trella, KW Zhang, SM Carpenter, ...
Contemporary Clinical Trials 139, 107464, 2024
22024
The Fallacy of Minimizing Local Regret in the Sequential Task Setting
Z Xu, KW Zhang, SA Murphy
arXiv preprint arXiv:2403.10946, 2024
2024
Towards Optimizing Human-Centric Objectives in AI-Assisted Decision-Making With Offline Reinforcement Learning
Z Buçinca, S Swaroop, AE Paluch, SA Murphy, KZ Gajos
arXiv preprint arXiv:2403.05911, 2024
12024
reBandit: Random Effects based Online RL algorithm for Reducing Cannabis Use
S Ghosh, Y Guo, PY Hung, L Coughlin, E Bonar, I Nahum-Shani, ...
arXiv preprint arXiv:2402.17739, 2024
2024
Monitoring Fidelity of Online Reinforcement Learning Algorithms in Clinical Trials
AL Trella, KW Zhang, I Nahum-Shani, V Shetty, I Yan, F Doshi-Velez, ...
arXiv preprint arXiv:2402.17003, 2024
2024
Intervention Optimization: A Paradigm Shift and Its Potential Implications for Clinical Psychology
LM Collins, I Nahum-Shani, K Guastaferro, JC Strayhorn, DJ Vanness, ...
Annual Review of Clinical Psychology 20, 2024
12024
Non-Stationary Latent Auto-Regressive Bandits
AL Trella, W Dempsey, F Doshi-Velez, SA Murphy
arXiv preprint arXiv:2402.03110, 2024
2024
Online Uniform Risk Times Sampling: First Approximation Algorithms, Learning Augmentation with Full Confidence Interval Integration
X Liu, K Gan, E Keyvanshokooh, S Murphy
arXiv preprint arXiv:2402.01995, 2024
12024
Reinforcement Learning Interventions on Boundedly Rational Human Agents in Frictionful Tasks
E Nofshin, S Swaroop, W Pan, S Murphy, F Doshi-Velez
arXiv preprint arXiv:2401.14923, 2024
12024
Effect-Invariant Mechanisms for Policy Generalization
S Saengkyongam, N Pfister, P Klasnja, S Murphy, J Peters
Journal of Machine Learning Research 25 (34), 1-36, 2024
2024
Developing Message Strategies to Engage Racial and Ethnic Minority Groups in Digital Oral Self-Care Interventions: Participatory Co-Design Approach
SM Carpenter, ZM Greer, R Newman, SA Murphy, V Shetty, ...
JMIR Formative Research 7 (1), e49179, 2023
12023
Causality in Goal Conditioned RL: Return to No Future?
I Malenica, S Murphy
NeurIPS 2023 Workshop on Goal-Conditioned Reinforcement Learning, 2023
12023
A randomized trial of a mobile health intervention to augment cardiac rehabilitation
JR Golbus, K Gupta, R Stevens, VSE Jeganathan, E Luff, J Shi, ...
NPJ Digital Medicine 6 (1), 173, 2023
22023
The engagement problem: A review of engagement with digital mental health interventions and recommendations for a path forward
JM Lipschitz, CK Pike, TP Hogan, SA Murphy, KE Burdick
Current treatment options in psychiatry 10 (3), 119-135, 2023
142023
Dyadic Reinforcement Learning
S Li, LS Niell, SW Choi, I Nahum-Shani, G Shani, S Murphy
arXiv preprint arXiv:2308.07843, 2023
12023
Sample size considerations for micro‐randomized trials with binary proximal outcomes
ER Cohn, T Qian, SA Murphy
Statistics in medicine 42 (16), 2777-2796, 2023
32023
Personalised context-aware digital health interventions: crossing boundaries between data science, geoscience and health psychology
M Simons, A Ligtenberg, F Naughton, S Murphy, LM König, L Winkens
European Health Psychologist 23 (3), 2023
12023
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Articles 1–20