Publications
Assessing the causal effect of organ transplantation on the distribution of residual lifetime." Biometrics 69, no. 4 (2013): 820-9.
"Assessing Tuning Parameter Selection Variability in Penalized Regression." Technometrics 61, no. 2 (2019): 154-164.
"Bayesian Nonparametric Policy Search with Application to Periodontal Recall Intervals." J Am Stat Assoc 115, no. 531 (2020): 1066-1078.
"Characterizing expected benefits of biomarkers in treatment selection." Biostatistics 16, no. 2 (2015): 383-99.
"Comment." J Am Stat Assoc 111, no. 515 (2016): 936-942.
"Discussion of "Combining biomarkers to optimize patient treatment recommendation"." Biometrics 70, no. 3 (2014): 707-10.
"Dynamic treatment regimes, past, present, and future: A conversation with experts." Stat Methods Med Res 26, no. 4 (2017): 1605-1610.
"Dynamic treatment regimes: technical challenges and applications." Electron J Stat 8, no. 1 (2014): 1225-1272.
"Efficient augmentation and relaxation learning for individualized treatment rules using observational data." J Mach Learn Res 20 (2019).
"Estimating Dynamic Treatment Regimes in Mobile Health Using V-learning." J Am Stat Assoc 115, no. 530 (2020): 692-706.
"Estimation of optimal dynamic treatment regimes." Clin Trials 11, no. 4 (2014): 400-407.
"Functional feature construction for individualized treatment regimes." J Am Stat Assoc 113, no. 523 (2017): 1219-1227.
"Identifying optimal dosage regimes under safety constraints: An application to long term opioid treatment of chronic pain." Stat Med 37, no. 9 (2018): 1407-1418.
"Incorporating Patient Preferences into Estimation of Optimal Individualized Treatment Rules." Biometrics 74, no. 1 (2018): 18-26.
"Inference about the expected performance of a data-driven dynamic treatment regime." Clin Trials 11, no. 4 (2014): 408-417.
"Inference for optimal dynamic treatment regimes using an adaptive m-out-of-n bootstrap scheme." Biometrics 69, no. 3 (2013): 714-23.
"Interactive model building for -learning." Biometrika 101, no. 4 (2014): 831-847.
"Interactive Q-learning for Quantiles." J Am Stat Assoc 112, no. 518 (2017): 638-649.
"Interpretable Dynamic Treatment Regimes." J Am Stat Assoc 113, no. 524 (2018): 1541-1549.
"iqLearn: Interactive Q-Learning in R." J Stat Softw 64, no. 1 (2015).
"Multi-Objective Markov Decision Processes for Data-Driven Decision Support." J Mach Learn Res 17 (2016).
"New Statistical Learning Methods for Estimating Optimal Dynamic Treatment Regimes." J Am Stat Assoc 110, no. 510 (2015): 583-598.
"Optimal treatment allocations in space and time for on-line control of an emerging infectious disease." J R Stat Soc Ser C Appl Stat 67, no. 4 (2018): 743-770.
"Optimizing delivery of a behavioral pain intervention in cancer patients using a sequential multiple assignment randomized trial SMART." Contemp Clin Trials 57 (2017): 51-57.
"Precision Medicine." Annu Rev Stat Appl 6 (2019): 263-286.
"Q- and A-learning Methods for Estimating Optimal Dynamic Treatment Regimes." Stat Sci 29, no. 4 (2014): 640-661.
"Receiver operating characteristic curves and confidence bands for support vector machines." Biometrics 77, no. 4 (2021): 1422-1430.
"Robust estimation of optimal dynamic treatment regimes for sequential treatment decisions." Biometrika 100, no. 3 (2013).
"A robust method for estimating optimal treatment regimes." Biometrics 68, no. 4 (2012): 1010-8.
"Set-valued dynamic treatment regimes for competing outcomes." Biometrics 70, no. 1 (2014): 53-61.
"Statistical Significance and the Dichotomization of Evidence: The Relevance of the for Statisticians." J Am Stat Assoc 112, no. 519 (2017): 902-904.
"Using decision lists to construct interpretable and parsimonious treatment regimes." Biometrics 71, no. 4 (2015): 895-904.
"Using pilot data to size a two-arm randomized trial to find a nearly optimal personalized treatment strategy." Stat Med 35, no. 8 (2016): 1245-56.
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