Susan Murphy

Susan Murphy

Harvard University

H-index: 65

North America-United States

About Susan Murphy

Susan Murphy, With an exceptional h-index of 65 and a recent h-index of 48 (since 2020), a distinguished researcher at Harvard University, specializes in the field of Sequential decision making in Mobile Health, Statistical Reinforcement Learning.

His recent articles reflect a diverse array of research interests and contributions to the field:

Contextual bandits with budgeted information reveal

reBandit: Random Effects based Online RL algorithm for Reducing Cannabis Use

Reinforcement Learning Interventions on Boundedly Rational Human Agents in Frictionful Tasks

Did we personalize? assessing personalization by an online reinforcement learning algorithm using resampling

Monitoring Fidelity of Online Reinforcement Learning Algorithms in Clinical Trials

Effect-Invariant Mechanisms for Policy Generalization

Optimizing an adaptive digital oral health intervention for promoting oral self-care behaviors: Micro-randomized trial protocol

Intervention Optimization: A Paradigm Shift and Its Potential Implications for Clinical Psychology

Susan Murphy Information

University

Position

___

Citations(all)

24729

Citations(since 2020)

13012

Cited By

16426

hIndex(all)

65

hIndex(since 2020)

48

i10Index(all)

152

i10Index(since 2020)

122

Email

University Profile Page

Harvard University

Google Scholar

View Google Scholar Profile

Susan Murphy Skills & Research Interests

Sequential decision making in Mobile Health

Statistical Reinforcement Learning

Top articles of Susan Murphy

Title

Journal

Author(s)

Publication Date

Contextual bandits with budgeted information reveal

Kyra Gan

Esmaeil Keyvanshokooh

Xueqing Liu

Susan Murphy

2024/4/18

reBandit: Random Effects based Online RL algorithm for Reducing Cannabis Use

arXiv preprint arXiv:2402.17739

Susobhan Ghosh

Yongyi Guo

Pei-Yao Hung

Lara Coughlin

Erin Bonar

...

2024/2/27

Reinforcement Learning Interventions on Boundedly Rational Human Agents in Frictionful Tasks

arXiv preprint arXiv:2401.14923

Eura Nofshin

Siddharth Swaroop

Weiwei Pan

Susan Murphy

Finale Doshi-Velez

2024/1/26

Did we personalize? assessing personalization by an online reinforcement learning algorithm using resampling

Machine Learning

Susobhan Ghosh

Raphael Kim

Prasidh Chhabria

Raaz Dwivedi

Predrag Klasnja

...

2024/4/10

Monitoring Fidelity of Online Reinforcement Learning Algorithms in Clinical Trials

arXiv preprint arXiv:2402.17003

Anna L Trella

Kelly W Zhang

Inbal Nahum-Shani

Vivek Shetty

Iris Yan

...

2024/2/26

Effect-Invariant Mechanisms for Policy Generalization

Journal of Machine Learning Research

Sorawit Saengkyongam

Niklas Pfister

Predrag Klasnja

Susan Murphy

Jonas Peters

2024

Optimizing an adaptive digital oral health intervention for promoting oral self-care behaviors: Micro-randomized trial protocol

Contemporary Clinical Trials

Inbal Nahum-Shani

Zara M Greer

Anna L Trella

Kelly W Zhang

Stephanie M Carpenter

...

2024/2/1

Intervention Optimization: A Paradigm Shift and Its Potential Implications for Clinical Psychology

Linda M Collins

Inbal Nahum-Shani

Kate Guastaferro

Jillian C Strayhorn

David J Vanness

...

2024/2/5

The Fallacy of Minimizing Local Regret in the Sequential Task Setting

arXiv preprint arXiv:2403.10946

Ziping Xu

Kelly W Zhang

Susan A Murphy

2024/3/16

Non-Stationary Latent Auto-Regressive Bandits

arXiv preprint arXiv:2402.03110

Anna L Trella

Walter Dempsey

Finale Doshi-Velez

Susan A Murphy

2024/2/5

Online learning in bandits with predicted context

Yongyi Guo

Ziping Xu

Susan Murphy

2024/4/18

Towards Optimizing Human-Centric Objectives in AI-Assisted Decision-Making With Offline Reinforcement Learning

arXiv preprint arXiv:2403.05911

Zana Buçinca

Siddharth Swaroop

Amanda E Paluch

Susan A Murphy

Krzysztof Z Gajos

2024/3/9

Online Uniform Risk Times Sampling: First Approximation Algorithms, Learning Augmentation with Full Confidence Interval Integration

arXiv preprint arXiv:2402.01995

Xueqing Liu

Kyra Gan

Esmaeil Keyvanshokooh

Susan Murphy

2024/2/3

The engagement problem: A review of engagement with digital mental health interventions and recommendations for a path forward

Jessica M Lipschitz

Chelsea K Pike

Timothy P Hogan

Susan A Murphy

Katherine E Burdick

2023/9

Reward design for an online reinforcement learning algorithm supporting oral self-care

Proceedings of the AAAI Conference on Artificial Intelligence

Anna L Trella

Kelly W Zhang

Inbal Nahum-Shani

Vivek Shetty

Finale Doshi-Velez

...

2023/6/26

Sample size considerations for micro‐randomized trials with binary proximal outcomes

Statistics in medicine

Eric R Cohn

Tianchen Qian

Susan A Murphy

2023/7/20

Online model selection by learning how compositional kernels evolve

Transactions on Machine Learning Research

Eura Shin

Predrag Klasnja

Susan Murphy

Finale Doshi-Velez

2023/6/12

Estimating causal effects with optimization-based methods: A review and empirical comparison

Martin Cousineau

Vedat Verter

Susan A Murphy

Joelle Pineau

2023/1/16

Personalised context-aware digital health interventions: crossing boundaries between data science, geoscience and health psychology

European Health Psychologist

Monique Simons

Arend Ligtenberg

Felix Naughton

Susan Murphy

Laura Maria König

...

2023/7/4

Developing Message Strategies to Engage Racial and Ethnic Minority Groups in Digital Oral Self-Care Interventions: Participatory Co-Design Approach

JMIR Formative Research

Stephanie M Carpenter

Zara M Greer

Rebecca Newman

Susan A Murphy

Vivek Shetty

...

2023/12/11

See List of Professors in Susan Murphy University(Harvard University)