Project 1.5: 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
Butler EL, Laber EB, Davis SM, Kosorok MR. "Incorporating patient preferences into estimation of optimal individualized treatment rules." Biometrics.;74(1):18-26. 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 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 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
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
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
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
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 E. "Personalized evaluation of biomarker value: A cost-benefit perspective." Stat Biosci.;8(1):43-65. 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 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, Song R. "Subgroup detection and sample size calculation with proportional hazards regression for survival data." Stat Med.;36(29):4646-4659. 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, 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, Davidian M. "Dynamic treatment regimes, past, present, and future: A conversation with experts." Stat Methods Med Res.;26(4):1605-1610. 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
Li Z. "Comparison of adaptive treatment strategies based on longitudinal outcomes in sequential multiple assignment randomized trials." Stat Med.;36(3):403-415. PubMed
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, Huang C, Zeng D. "Estimating personalized diagnostic rules depending on individualized characteristics." Stat Med.;36(7):1099-1117. PubMed
Lizotte DJ, Laber EB. "Multi-objective Markov decision processes for data-driven decision support." J Mach Learn Res.;17. PubMed
Minsker S, Zhao YQ, Cheng G. "Active clinical trials for personalized medicine." J Am Stat Assoc.;111(514):875-887. 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
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
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
Shin SJun, Wu Y, Zhang HHelen. "Two-dimensional solution surface for weighted support vector machines." J Comput Graph Stat.;23(2):383-402. PubMed
Song R, Banerjee M, Kosorok MR. "Asymptotics for change-point models under varying degrees of mis-specification." Ann Stat.;44(1):153-182. 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
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, 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, 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 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
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
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 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
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
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 R, Zeng D, Kosorok MR. "Reinforcement learning trees." J Am Stat Assoc.;110(512):1770-1784. PubMed