Murphy, Susan

1. Personalized HeartSteps: A Reinforcement Learning Algorithm for Optimizing Physical Activity
   2019/09/08 by Peng Liao, Kristjan Greenewald, Liao, Peng +5 · 10 citations
   Decision Sciences · Engineering · #Advanced Bandit Algorithms Research #Green IT and Sustainability #Smart Grid Energy Management
2. Power Constrained Bandits
   2020/04/13 by Yao, Jiayu, Brunskill, Emma, Pan, Weiwei +2 · 5 citations
   #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
3. Batch Policy Learning in Average Reward Markov Decision Processes
   2020/07/23 by Peng Liao, Liao, Peng, Zhengling Qi +4 · 5 citations
   Decision Sciences · Computer Science · #Advanced Bandit Algorithms Research #Reinforcement Learning in Robotics #Machine Learning and Algorithms
4. Off-Policy Estimation of Long-Term Average Outcomes With Applications to Mobile Health
   2019/12/30 by Peng Liao, Liao, Peng, Predrag Klasnja +3 · 3 citations
   Engineering · Health Professions · Psychology · #Behavioral Health and Interventions #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Mobile Health and mHealth Applications #Statistics Theory (math.ST) #Transportation and Mobility Innovations
5. Action Centered Contextual Bandits
   2017/11/09 by Greenewald, Kristjan, Tewari, Ambuj, Klasnja, Predrag +1 · 1 citation
   #FOS: Computer and information sciences #Methodology (stat.ME)
6. Did we personalize? Assessing personalization by an online reinforcement learning algorithm using resampling
   2023/04/11 by Susobhan Ghosh, Ghosh, Susobhan, Raphael Kim +12 · 2 citations
   Psychology · #Applications (stat.AP) #Digital Mental Health Interventions #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Methodology (stat.ME)
7. IntelligentPooling: Practical Thompson Sampling for mHealth
   2020/07/31 by Tomkins, Sabina, Liao, Peng, Klasnja, Predrag +1 · 1 citation
   #Computers and Society (cs.CY) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
8. reBandit: Random Effects based Online RL algorithm for Reducing Cannabis Use
   2024/02/27 by Susobhan Ghosh, Yongyi Guo, Ghosh, Susobhan +13 · 2 citations
   Computer Science · #Artificial Intelligence (cs.AI) #Data Stream Mining Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG)
9. Online learning in bandits with predicted context
   2023/07/26 by Yongyi Guo, Guo, Yongyi, Ziping Xu +3 · 1 citation
   Computer Science · Decision Sciences · Engineering · #Advanced Bandit Algorithms Research #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Reinforcement Learning in Robotics #Smart Grid Energy Management
10. Counterfactual inference in sequential experiments
    2022/02/14 by Dwivedi, Raaz, Tian, Katherine, Tomkins, Sabina +3 · 1 citation
    #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
11. Doubly robust nearest neighbors in factor models
    2022/11/25 by Raaz Dwivedi, Katherine Tian, Dwivedi, Raaz +9 · 1 citation
    Decision Sciences · Mathematics · #Advanced Statistical Methods and Models #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Multi-Criteria Decision Making