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List of works by Susan Murphy

A "SMART" Design for Building Individualized Treatment Sequences ⬇️

scientific article published on December 12, 2011

A Generalization Error for Q-Learning

scientific article

A conceptual framework for adaptive preventive interventions

scientific article published in September 2004

A multiple imputation strategy for sequential multiple assignment randomized trials

scientific article

A multiple imputation strategy for sequential multiple assignment randomized trials

scientific article published on 14 March 2017

A strategy for optimizing and evaluating behavioral interventions

scientific article published on 01 August 2005

Adaptive Confidence Intervals for the Test Error in Classification

scientific article published on September 2011

Assessing Time-Varying Causal Effect Moderation in Mobile Health

scientific article published on 29 March 2017

Assessing the total effect of time-varying predictors in prevention research

scientific article

Batch Mode Reinforcement Learning based on the Synthesis of Artificial Trajectories

scientific article published on September 2013

Center of excellence for mobile sensor data-to-knowledge (MD2K)

scientific article

Comparison of a phased experimental approach and a single randomized clinical trial for developing multicomponent behavioral interventions

scientific article published on February 2009

Constructing evidence-based treatment strategies using methods from computer science

scientific article published on 21 February 2007

Customizing treatment to the patient: adaptive treatment strategies

scientific article published on 9 March 2007

Designing a pilot sequential multiple assignment randomized trial for developing an adaptive treatment strategy.

scientific article

Developing adaptive treatment strategies in substance abuse research

scientific article published on 23 October 2006

Developing multicomponent interventions using fractional factorial designs

scientific article published on September 2009

Dynamic Treatment Regimes

scientific article

Dynamic treatment regimes: technical challenges and applications

scientific article

Efficacy of Contextually Tailored Suggestions for Physical Activity: A Micro-randomized Optimization Trial of HeartSteps

scientific article published on 01 May 2019

Engagement in digital interventions.

scientific article published on 17 March 2022

Examining clinical judgment in an adaptive intervention design: The fast track program

scientific article published on June 2006

Experimental design and primary data analysis methods for comparing adaptive interventions

scientific article

From hype to reality: data science enabling personalized medicine

scientific article published on 27 August 2018

Informing sequential clinical decision-making through reinforcement learning: an empirical study

scientific article

Introduction to SMART designs for the development of adaptive interventions: with application to weight loss research

scientific article

Investigating the impact of selection bias in dose-response analyses of preventive interventions

scientific article published on September 2010

Just-in-Time Adaptive Interventions (JITAIs) in Mobile Health: Key Components and Design Principles for Ongoing Health Behavior Support

scientific article published on 23 September 2016

Linear Fitted-Q Iteration with Multiple Reward Functions

scientific article published on November 2012

Methodological challenges in constructing effective treatment sequences for chronic psychiatric disorders.

scientific article published on 8 November 2006

Microrandomized trials for promoting engagement in mobile health data collection: Adolescent/young adult oral chemotherapy adherence as an example

scientific article published on 01 June 2020

Microrandomized trials: An experimental design for developing just-in-time adaptive interventions.

scientific article published on December 2015

Mobile health technology evaluation: the mHealth evidence workshop

scientific article published on August 2013

Optimizing an Acceptance and Commitment Therapy Microintervention Via a Mobile App With Two Cohorts: Protocol for Micro-Randomized Trials

scientific article published on 23 September 2020

PERFORMANCE GUARANTEES FOR INDIVIDUALIZED TREATMENT RULES.

scientific article published on April 2011

Practical Considerations for Data Collection and Management in Mobile Health Micro-randomized Trials

scientific article published on 05 January 2019

Q-learning: a data analysis method for constructing adaptive interventions

scientific article

Randomised trials for the Fitbit generation

scientific article

SARA: A Mobile App to Engage Users in Health Data Collection

article

SMART Design Issues and the Consideration of Opposing Outcomes: Discussion of "Evaluation of Viable Dynamic Treatment Regimes in a Sequentially Randomized Trial of Advanced Prostate Cancer" by by Wang, Rotnitzky, Lin, Millikan, and Thall

scientific article published on 27 April 2012

SMARTer discontinuation trial designs for developing an adaptive treatment strategy

scientific article

Sample size calculations for micro-randomized trials in mHealth

scientific article published on 28 December 2015

Sample size formulae for two-stage randomized trials with survival outcomes

scientific article published on 13 July 2011

Small Sample Inference for Generalization Error in Classification Using the CUD Bound

scientific article

Structural nested mean models for assessing time-varying effect moderation

scientific article

Subgroups analysis when treatment and moderators are time-varying

scientific article

The microrandomized trial for developing digital interventions: Experimental design and data analysis considerations.

scientific article published on 13 January 2022

The multiphase optimization strategy (MOST) and the sequential multiple assignment randomized trial (SMART): new methods for more potent eHealth interventions

scientific article

The prevention and treatment of missing data in clinical trials

scientific article

Time-varying effect moderation using the structural nested mean model: estimation using inverse-weighted regression with residuals

scientific article

To Prompt or Not to Prompt? A Microrandomized Trial of Time-Varying Push Notifications to Increase Proximal Engagement With a Mobile Health App

article

Toward Increasing Engagement in Substance Use Data Collection: Development of the Substance Abuse Research Assistant App and Protocol for a Microrandomized Trial Using Adolescents and Emerging Adults

scientific article published on 18 July 2018

Treatment Sequencing for Childhood ADHD: A Multiple-Randomization Study of Adaptive Medication and Behavioral Interventions

scientific article published on 16 February 2016

Two-level proportional hazards models

scientific article published in December 2002

Variable selection for qualitative interactions ⬇️

scientific article published on January 30, 2011

iSurvive: An Interpretable, Event-time Prediction Model for mHealth

scientific article published on 01 January 2017

wrapper: Operationalizing engagement strategies in mHealth

scientific article published in September 2017

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