Project 2.4: Publications




 

Aims       Publications       Software       Investigators

Bai X, Tsiatis AA, O'Brien SM. "Doubly-robust estimators of treatment-specific survival distributions in observational studies with stratified sampling." Biometrics.;69(4):830-9. PubMed
Bai X, Tsiatis AA, Lu W, Song R. "Optimal treatment regimes for survival endpoints using a locally-efficient doubly-robust estimator from a classification perspective." Lifetime Data Anal.;23(4):585-604. PubMed
Blau SR, Davis LM, Gorney AM, Dohse CS, Williams KD, Lim JH, Pfitzner WG, Laber E, Sawicki GS, Olby NJ. "Quantifying center of pressure variability in chondrodystrophoid dogs." Vet J.;226:26-31. PubMed
Bondell HD, Reich BJ. "Consistent high-dimensional Bayesian variable selection via penalized credible regions." J Am Stat Assoc.;107(500):1610-1624. PubMed
Bondell HD, Reich BJ, Wang H. "Noncrossing quantile regression curve estimation." Biometrika.;97(4):825-838. PubMed
Butler EL, Laber EB, Davis SM, Kosorok MR. "Incorporating patient preferences into estimation of optimal individualized treatment rules." Biometrics.;74(1):18-26. PubMed
Chakraborty B, Laber EB, Zhao YQ. "Inference about the expected performance of a data-driven dynamic treatment regime." Clin Trials.;11(4):408-417. PubMed
Chakraborty B, Laber EB, Zhao Y. "Inference for optimal dynamic treatment regimes using an adaptive m-out-of-n bootstrap scheme." Biometrics.;69(3):714-23. PubMed
Chang J, Tang CYong, Wu Y. "Local independence feature screening for nonparametric and semiparametric models by marginal empirical likelihood." Ann Stat.;44(2):515-539. PubMed
Chen ST, Xiao L, Staicu AM. "A smoothing-based goodness-of-fit test of covariance for functional data." Biometrics.;75(2):562-571. PubMed
Chen J, Liu Y, Zeng D, Song R, Zhao Y, Kosorok MR. "Comment on ``Bayesian nonparametric estimation for dynamic treatment regimes with sequential transition tmes, by Xu, Y., Muller, P. Wahed, AS and Thall, PF.''" J Am Stat Assoc.;111(515):942-947. PubMed
Chen G, Liu Y, Shen D, Kosorok MR. "Composite large margin classifiers with latent subclasses for heterogeneous biomedical data." Stat Anal Data Min.;9(2):75-88. PubMed
Chen J, Fu H, He X, Kosorok MR, Liu Y. "Estimating individualized treatment rules for ordinal treatments." Biometrics.;74(3):924-933. PubMed
Chen G, Zeng D, Kosorok MR. "Personalized dose finding using outcome weighted learning." J Am Stat Assoc.;111(516):1509-1521. PubMed
Chen T, Wang Y, Chen H, Marder K, Zeng D. "Targeted local support vector machine for age-dependent classification." J Am Stat Assoc.;109(507):1174-1187. PubMed
Cobran EK, Chen RC, Overman R, Meyer AM, Kuo TM, O'Brien J, Stürmer T, Sheets NC, Goldin GH, Penn DC, Godley PA, Carpenter WR. "Racial differences in diffusion of intensity-modulated radiation therapy for localized prostate cancer." Am J Mens Health.;10(5):399-407. PubMed
Cui Y, Zhu R, Kosorok M. "Tree based weighted learning for estimating individualized treatment rules with censored data." Electron J Stat.;11(2):3927-3953. PubMed
Daniel RM, Tsiatis AA. "Efficient estimation of the distribution of time to composite endpoint when some endpoints are only partially observed." Lifetime Data Anal.;19(4):513-46. PubMed
Dasgupta S, Goldberg Y, Kosorok MR. "Feature elimination in kernel machines in moderately high dimensions." Ann Stat.;47(1):497-526. PubMed
Davidian M, Tsiatis AA, Laber EB. "Dynamic treatment regimes..
Davidian M, Tsiatis AA, Laber EB. "Value search estimators for optimal dynamic treatment regimes.:135-155.
Fan A, Song R, Lu W. "Change-plane analysis for subgroup detection and sample size calculation." J Am Stat Assoc.;112(518):769-778. PubMed
Fan C, Lu W, Song R, Zhou Y. "Concordance-assisted learning for estimating optimal individualized treatment regimes." J R Stat Soc Series B Stat Methodol.;79(5):1565-1582. PubMed
Fan A, Lu W, Song R. "Sequential advantage selection for optimal treatment regime." Ann Appl Stat.;10(1):32-53. PubMed
Geng Y, Lu W, Zhang HHelen. "A model-free machine learning method for risk classification and survival probability prediction." Stat.;3(1):337-350. PubMed
Geng Y, Zhang HHelen, Lu W. "On optimal treatment regimes selection for mean survival time." Stat Med.;34(7):1169-84. PubMed
Goldberg Y, Song R, Kosorok MR. "Adaptive Q-learning.;9:150-162.
Goldberg Y, Kosorok MR. "An exponential bound for Cox regression." Stat Probab Lett.;82(7):1267-1272. PubMed
Goldberg Y, Kosorok MR. "Comment on "Adaptive confidence intervals for the test error in classification"" J Am Stat Assoc.;106(495):920-924. PubMed
Goldberg Y, Song R, Zeng D, Kosorok MR. "Comment on "Dynamic treatment regimes: Technical challenges and applications"" Electron J Stat.;8(1):1290-1300. PubMed
Goldberg Y, Kosorok MR. "Q-learning with censored data." Ann Stat.;40(1):529-560. PubMed
Griffin L, Lee D, Jaisle A, Carek P, George T, Laber E, Lok B, Modave F, Paskett E, Krieger J. "Creating an mHealth App for Colorectal Cancer Screening: User-Centered Design Approach." JMIR Hum Factors.;6(2):e12700. PubMed
Guan Q, Laber EB, Reich BJ. "Comment on ``Bayesian nonparametric estimation for dynamic treatment regimes with sequential transition times, by Xu, Y., Muller, P. Wahed, AS and Thall, PF.''" J Am Stat Assoc.;111(515):936-942. PubMed
Gunes F, Bondell HD. "A confidence region approach to tuning for variable selection." J Comput Graph Stat.;21(2):295-314. PubMed
Hager R, Tsiatis AA, Davidian M. "Optimal two-stage dynamic treatment regimes from a classification perspective with censored survival data." Biometrics.;74(4):1180-1192. PubMed
Hibbard JC, Friedstat JS, Thomas SM, Edkins RE, Hultman S, Kosorok MR. "LIBERTI: A SMART study in plastic surgery." Clin Trials.;15(3):286-293. PubMed
Hu W, Laber EB, Barker C, Stefanski LA. "Assessing tuning parameter selection variability in penalized regression." Technometrics.;61(2):154-164. PubMed
Huang Y, Laber EB, Janes H. "Characterizing expected benefits of biomarkers in treatment selection." Biostatistics.;16(2):383-99. PubMed
Huang Y, Laber E. "Personalized evaluation of biomarker value: A cost-benefit perspective." Stat Biosci.;8:43-65. PubMed
Huque MHamidul, Bondell H, Ryan L. "On the impact of covariate measurement error on spatial regression modelling." Environmetrics.;25(8):560-570. PubMed
Huque MHamidul, Bondell HD, Carroll RJ, Ryan LM. "Spatial regression with covariate measurement error: A semiparametric approach." Biometrics.;72(3):678-86. PubMed
Jeng J, Lu W, Peng H. "High-dimensional inference for personalized treatment decision." Electron J Stat.;12(1):2074-2089. PubMed
Jiang R, Lu W, Song R, Hudgens MG, Naprvavnik S. "Doubly robust estimation of optimal treatment regimes for survival data-with application to an HIV/AIDS study." Ann Appl Stat.;11(3):1763-1786. PubMed
Jiang B, Song R, Li J, Zeng D. "Entropy learning for dynamic treatment regimes." Stat Sin.;29(4):1633-1655. PubMed
Jiang L, Bondell HD, Wang HJudy. "Interquantile shrinkage and variable selection in quantile regression." Comput Stat Data Anal.;69:208-219. PubMed
Jiang L, Wang HJudy, Bondell HD. "Interquantile shrinkage in regression models." J Comput Graph Stat.;22(4). PubMed
Jiang R, Lu W, Song R, Davidian M. "On estimation of optimal treatment regimes for maximizing t-year survival probability." J R Stat Soc Series B Stat Methodol.;79(4):1165-1185. PubMed
Kang S, Lu W, Zhang J. "On estimation of the optimal treatment regime with the additive hazards model" Stat Sin.;28(3):1539-1560. PubMed
Kang S, Lu W, Song R. "Subgroup detection and sample size calculation with proportional hazards regression for survival data." Stat Med.;36(29):4646-4659. PubMed
Kang C, Zhu H, Wright FA, Zou F, Kosorok MR. "The interactive decision committee for chemical toxicity analysis." J Stat Res.;46(2):157-186. PubMed
Kass RE, Caffo BS, Davidian M, Meng XL, Yu B, Reid N. "Ten simple rules for effective statistical practice." PLoS Comput Biol.;12(6):e1004961. PubMed
Kelleher SA, Dorfman CS, Vilardaga JCPlumb, Majestic C, Winger J, Gandhi V, Nunez C, Van Denburg A, Shelby RA, Reed SD, Murphy S, Davidian M, Laber EB, Kimmick GG, Westbrook KW, Abernethy AP, Somers TJ. "Optimizing delivery of a behavioral pain intervention in cancer patients using a sequential multiple assignment randomized trial SMART." Contemp Clin Trials.;57:51-57. PubMed
Knickmeyer RC, Wang J, Zhu H, Geng X, Woolson S, Hamer RM, Konneker T, Styner M, Gilmore JH. "Impact of sex and gonadal steroids on neonatal brain structure." Cereb Cortex.;24(10):2721-31. PubMed
Kong D, Bondell H, Wu Y. "Domain selection for the varying coefficient model via local polynomial regression." Comput Stat Data Anal.;83:236-250. PubMed
Kong D, Giovanello KS, Wang Y, Lin W, Lee E, Fan Y, Doraiswamy M, Zhu H. "Predicting Alzheimer's disease using combined imaging-whole genome SNP data." J Alzheimers Dis.;46(3):695-702. PubMed
Kosorok MR, Laber EB. "Precision medicine." Annu Rev Stat Appl.;6:263-286. PubMed
Laber EB, Tsiatis AA, Davidian M, Holloway ST. "Discussion of "Combining biomarkers to optimize patient treatment recommendation"." Biometrics.;70(3):707-10. PubMed
Laber EB, Davidian M. "Dynamic treatment regimes, past, present, and future: A conversation with experts." Stat Methods Med Res.;26(4):1605-1610. PubMed
Laber EB, Lizotte DJ, Qian M, Pelham WE, Murphy SA. "Dynamic treatment regimes: technical challenges and applications." Electron J Stat.;8(1):1225-1272. PubMed
Laber EB, Qian M. ".
Laber EB, Staicu AM. "Functional feature construction for individualized treatment regimes." J Am Stat Assoc.;113(523):1219-1227. PubMed
Laber EB, Wu F, Munera C, Lipkovich I, Colucci S, Ripa S. "Identifying optimal dosage regimes under safety constraints: An application to long term opioid treatment of chronic pain." Stat Med.;37(9):1407-1418. PubMed
Laber EB, Linn KA, Stefanski LA. "Interactive model building for Q-learning." Biometrika.;101(4):831-847. PubMed
Laber EB, Meyer NJ, Reich BJ, Pacifici K, Collazo JA, Drake JM. "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(4):743-770. PubMed
Laber EB, Lizotte DJ, Ferguson B. "Set-valued dynamic treatment regimes for competing outcomes." Biometrics.;70(1):53-61. PubMed
Laber EB, Shedden K. "Statistical significance and the dichotomization of evidence: The relevance of the ASA statement on statistical significance and p-values for Statisticians." J Am Stat Assoc.;112(519):902-904. PubMed
Laber EB, Zhao YQ. "Tree-based methods for individualized treatment regimes." Biometrika.;102(3):501-514. PubMed
Laber EB, Zhao YQ, Regh T, Davidian M, Tsiatis A, Stanford JB, Zeng D, Song R, Kosorok MR. "Using pilot data to size a two-arm randomized trial to find a nearly optimal personalized treatment strategy." Stat Med.;35(8):1245-56. PubMed
Lawson MT, Cho H, Choudhury A, Cui Y, Jiang X, Pokaprakarn T, Kosorok MR. "Discussion of Laber et al. "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(4):779-780. PubMed
Li Z, Valenstein M, Pfeiffer P, Ganoczy D. "A global logrank test for adaptive treatment strategies based on observational studies." Stat Med.;33(5):760-71. PubMed
Li Z. "Comparison of adaptive treatment strategies based on longitudinal outcomes in sequential multiple assignment randomized trials." Stat Med.;36(3):403-415. PubMed
Li M, Staicu AM, Bondell HD. "Incorporating covariates in skewed functional data models." Biostatistics.;16(3):413-26. PubMed
Liang S, Lu W, Song R. "Deep advantage learning for optimal dynamic treatment regime." Stat Theory Relat Fields.;2(1):80-88. PubMed
Liang S, Lu W, Song R, Wang L. "Sparse concordance-assisted learning for optimal treatment decision." J Mach Learn Res.;18. PubMed
Lin CY, Bondell H, Zhang HHelen, Zou H. "Variable selection for nonparametric quantile regression via smoothing spline ANOVA." Stat.;2(1):255-268. PubMed
Linn KA, Laber EB, Stefanski LA. "Estimation of dynamic treatment regimes for complex outcomes: Balancing benefits and risks.:249-262.
Linn KA, Laber EB, Stefanski LA. "Interactive Q-learning for quantiles." J Am Stat Assoc.;112(518):638-649. PubMed
Linn KA, Laber EB, Stefanski LA. "iqLearn: Interactive Q-Learning in R." J Stat Softw.;64(1). PubMed
Liu Y, Wang Y, Kosorok MR, Zhao Y, Zeng D. "Augmented outcome-weighted learning for estimating optimal dynamic treatment regimens." Stat Med.;37(26):3776-3788. PubMed
Liu Y, Wang Y, Huang C, Zeng D. "Estimating personalized diagnostic rules depending on individualized characteristics." Stat Med.;36(7):1099-1117. PubMed
Liu Y, Wang Y, Zeng D. "Sequential multiple assignment randomization trials with enrichment design." Biometrics.;73(2):378-390. PubMed
Lizotte DJ, Laber EB. "Multi-objective Markov decision processes for data-driven decision support." J Mach Learn Res.;17. PubMed
Lu W, Zhang HHelen, Zeng D. "Variable selection for optimal treatment decision." Stat Methods Med Res.;22(5):493-504. PubMed
Minsker S, Zhao YQ, Cheng G. "Active clinical trials for personalized medicine." J Am Stat Assoc.;111(514):875-887. PubMed
Naqa IEl, Kosorok MR, Jin J, Mierzwa M, Haken RKTen. "Prospects and challenges for clinical decision support in the era of big data." JCO Clin Cancer Inform.;2. PubMed
Nguyen CT, Luckett DJ, Kahkoska AR, Shearrer GE, Spruijt-Metz D, Davis JN, Kosorok MR. "Estimating individualized treatment regimes from crossover designs." Biometrics.;76(3):778-788. PubMed
Olby NJ, Lim JH, Wagner N, Zidan N, Early PJ, Mariani CL, Muñana KR, Laber E. "Time course and prognostic value of serum GFAP, pNFH, and S100β concentrations in dogs with complete spinal cord injury because of intervertebral disc extrusion." J Vet Intern Med.;33(2):726-734. PubMed
Post JB, Bondell HD. "Factor selection and structural identification in the interaction ANOVA model." Biometrics.;69(1):70-9. PubMed
Reich BJ, Bondell HD, Li L. "Sufficient dimension reduction via bayesian mixture modeling." Biometrics.;67(3):886-95. PubMed
Ren Z, Davidian M, George SL, Goldberg RM, Wright FA, Tsiatis AA, Kosorok MR. "Research methods for clinical trials in personalized medicine: A systematic review..
Ruppert AS, Yin J, Davidian M, Tsiatis AA, Byrd JC, Woyach JA, Mandrekar SJ. "Application of a sequential multiple assignment randomized trial (SMART) design in older patients with chronic lymphocytic leukemia." Ann Oncol.;30(4):542-550. PubMed
Samsky MD, Patel CB, Owen A, Schulte PJ, Jentzer J, Rosenberg PB, Felker M, Milano CA, Hernandez AF, Rogers JG. "Ten-year experience with extended criteria cardiac transplantation." Circ Heart Fail.;6(6):1230-8. PubMed
Schulte PJ, Tsiatis AA, Laber EB, Davidian M. "Q- and A-learning methods for estimating optimal dynamic treatment regimes." Stat Sci.;29(4):640-661. PubMed
Sharma DB, Bondell HD, Zhang HHelen. "Consistent group identification and variable selection in regression with correlated predictors." J Comput Graph Stat.;22(2):319-340. PubMed
Shi C, Lu W, Song R. "A massive data framework for M-estimators with cubic-rate." J Am Stat Assoc.;113(524):1698-1709. PubMed
Shi C, Fan A, Song R, Lu W. "High-dimensional A-learning for optimal dynamic treatment regimes" Ann Stat.;46(3):925-957. PubMed
Shi C, Song R, Lu W, Fu B. "Maximin projection learning for optimal treatment decision with heterogeneous individualized treatment effects." J R Stat Soc Series B Stat Methodol.;80(4):681-702. PubMed
Shi C, Song R, Lu W. "On testing conditional qualitative treatment effects." Ann Stat.;47(4):2348-2377. PubMed
Shi C, Song R, Lu W. "Robust learning for optimal treatment decision with NP-dimensionality." Electron J Stat.;10:2894-2921. PubMed
Shin SJun, Wu Y, Zhang HHelen, Liu Y. "Probability-enhanced sufficient dimension reduction for binary classification." Biometrics.;70(3):546-55. PubMed
Shortreed SM, Laber E, Stroup S, Pineau J, Murphy SA. "A multiple imputation strategy for sequential multiple assignment randomized trials." Stat Med.;33(24):4202-14. PubMed
Song R, Kosorok M, Zeng D, Zhao Y, Laber E, Yuan M. "On sparse representation for optimal individualized treatment selection with penalized outcome weighted learning." Stat.;4(1):59-68. PubMed
Song R, Yi F, Zou H. "On varying-coefficient independence screening for high-dimensional varying-coefficient models." Stat Sin.;24(4):1735-1752. PubMed
Song R, Wang W, Zeng D, Kosorok MR. "Penalized Q-Learning for dynamic treatment regimens." Stat Sin.;25(3):901-920. PubMed
Staicu AM, Islam MNazmul, Dumitru R, van Heugten E. "Longitudinal dynamic functional regression." J R Stat Soc Ser C Appl Stat.;69(1):25-46. PubMed
Stefanski LA, Wu Y, White K. "Variable selection in nonparametric classification via measurement error model selection likelihoods." J Am Stat Assoc.;109(506):574-589. PubMed
Storlie CB, Bondell HD, Reich BJ, Zhang HHelen. "Surface estimation, variable selection, and the nonparametric oracle property." Stat Sin.;21(2):679-705. PubMed
Su L, Lu W, Song R. "Modelling and estimation for optimal treatment decision with interference." Stat (Int Stat Inst).;8(1). PubMed
Tan HJ, Meyer AM, Kuo TM, Smith AB, Wheeler SB, Carpenter WR, Nielsen ME. "Provider-based research networks and diffusion of surgical technologies among patients with early-stage kidney cancer." Cancer.;121(6):836-43. PubMed
Tsiatis AA, Davidian M, Holloway ST, Laber EB. "Dynamic Treatment Regimes: Statistical Methods for Precision Medicine:602.
Vock DM, Tsiatis AA, Davidian M, Laber EB, Tsuang WM, Copeland AFinlen, Palmer SM. "Assessing the causal effect of organ transplantation on the distribution of residual lifetime." Biometrics.;69(4):820-9. PubMed
Vock DM, Durheim MT, Tsuang WM, Copeland AFinlen, Tsiatis AA, Davidian M, Neely ML, Lederer DJ, Palmer SM. "Survival benefit of lung transplantation in the modern era of lung allocation." Ann Am Thorac Soc.;14(2):172-181. PubMed
Wang Y, Chen H, Zeng D, Mauro C, Duan N, Shear K. "Auxiliary marker-assisted classification in the absence of class identifiers." J Am Stat Assoc.;108(502):553-565. PubMed
Wang Y, Wu P, Liu Y, Weng C, Zeng D. "Learning optimal individualized treatment rules from electronic health record data." IEEE Int Conf Healthc Inform.;2016:65-71. PubMed
Wang L, Zhou Y, Song R, Sherwood B. "Quantile-optimal treatment regimens." J Am Stat Assoc.;113(523):1243-1254. PubMed
Wang Y, Chen T, Zeng D. "Support vector hazards machine: A counting process framework for learning risk scores for censored outcomes. " J Mach Learn Res.;17. PubMed
White KR, Stefanski LA, Wu Y. "Variable selection in kernel regression using measurement error selection likelihoods." J Am Stat Assoc.;112(520):1587-1597. PubMed
Wu Y, Stefanski LA. "Automatic structure recovery for additive models." Biometrika.;102(2):381-395. PubMed
Xia F, George SL, Wang X. "A multi-state model for designing clinical trials for testing overall survival allowing for crossover after progression." Stat Biopharm Res.;8(1):12-21. PubMed
Xiao W, Zhang HH, Lu W. "Robust regression for optimal individualized treatment rules." Stat Med.;38(11):2059-2073. PubMed
Yang S, Tsiatis AA, Blazing M. "Modeling survival distribution as a function of time to treatment discontinuation: A dynamic treatment regime approach." Biometrics.;74(3):900-909. PubMed
Yao F, Lei E, Wu Y. "Effective dimension reduction for sparse functional data." Biometrika.;102(2):421-437. PubMed
Zhang X, Wu Y, Wang L, Li R. "A consistent information criterion for support vector machines in diverging model spaces." J Mach Learn Res.;17(16):1-26. PubMed
Zhang B, Tsiatis AA, Laber EB, Davidian M. "A robust method for estimating optimal treatment regimes." Biometrics.;68(4):1010-8. PubMed
Zhang B, Tsiatis AA, Davidian M, Zhang M, Laber E. "Estimating optimal treatment regimes from a classification perspective." Stat.;1(1):103-114. PubMed
Zhang M, Tsiatis AA, Davidian M, Pieper KS, Mahaffey KW. "Inference on treatment effects from a randomized clinical trial in the presence of premature treatment discontinuation: the SYNERGY trial." Biostatistics.;12(2):258-69. PubMed
Zhang Y, Laber EB, Davidian M, Tsiatis AA. "Interpretable dynamic treatment regimes." J Am Stat Assoc.;113(524):1541-1549. PubMed
Zhang C, Liu Y, Wu Y. "On quantile regression in reproducing kernel Hilbert spaces with data sparsity constraint." J Mach Learn Res.;17(40):1-45. PubMed
Zhang C, Liu Y, Wang J, Zhu H. "Reinforced angle-based multicategory support vector machines." J Comput Graph Stat.;25(3):806-825. PubMed
Zhang B, Tsiatis AA, Laber EB, Davidian M. "Response to reader reaction." Biometrics.;71(1):267-273. PubMed
Zhang B, Tsiatis AA, Laber EB, Davidian M. "Robust estimation of optimal dynamic treatment regimes for sequential treatment decisions." Biometrika.;100(3). PubMed
Zhang Y, Laber EB, Tsiatis A, Davidian M. "Using decision lists to construct interpretable and parsimonious treatment regimes." Biometrics.;71(4):895-904. PubMed
Zhang X, Wu Y, Wang L, Li R. "Variable selection for support vector machines in moderately high dimensions." J R Stat Soc Series B Stat Methodol.;78(1):53-76. PubMed
Zhao YQ, Kosorok MR. "Discussion of combining biomarkers to optimize patient treatment recommendations." Biometrics.;70(3):713-6. PubMed
Zhao YQ, Zeng D, Laber EB, Song R, Yuan M, Kosorok MR. "Doubly robust learning for estimating individualized treatment with censored data." Biometrika.;102(1):151-168. PubMed
Zhao YQ, Laber EB, Ning Y, Saha S, Sands BE. "Efficient augmentation and relaxation learning for individualized treatment rules using observational data." J Mach Learn Res.;20. PubMed
Zhao Y, Zeng D, Rush J, Kosorok MR. "Estimating individualized treatment rules using outcome weighted learning." J Am Stat Assoc.;107(449):1106-1118. PubMed
Zhao YQ, Laber EB. "Estimation of optimal dynamic treatment regimes." Clin Trials.;11(4):400-407. PubMed
Zhao YQ, Zeng D, Laber EB, Kosorok MR. "New statistical learning methods for estimating optimal dynamic treatment regimes." J Am Stat Assoc.;110(510):583-598. PubMed
Zhao Y, Zeng D, Socinski MA, Kosorok MR. "Reinforcement learning strategies for clinical trials in nonsmall cell lung cancer." Biometrics.;67(4):1422-33. PubMed
Zhou X, Mayer-Hamblett N, Khan U, Kosorok MR. "Residual weighted learning for estimating individualized treatment rules." J Am Stat Assoc.;112(517):169-187. PubMed
Zhu R, Zhao YQ, Chen G, Ma S, Zhao H. "Greedy outcome weighted tree learning of optimal personalized treatment rules." Biometrics.;73(2):391-400. PubMed
Zhu W, Zeng D, Song R. "Proper inference for value function in high-dimensional Q-learning for dynamic treatment regimes." J Am Stat Assoc.;114(527):1404-1417. PubMed
Zhu R, Kosorok MR. "Recursively imputed survival trees." J Am Stat Assoc.;107(497):331-340. PubMed
Zhu R, Zeng D, Kosorok MR. "Reinforcement learning trees" UNC at Chapel Hill..
Zhu R, Zeng D, Kosorok MR. "Reinforcement learning trees." J Am Stat Assoc.;110(512):1770-1784. PubMed