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Computer Simulation
Gao, Fei, Donglin Zeng, and Dan-Yu Lin. "Semiparametric regression analysis of interval-censored data with informative dropout." Biometrics 74, no. 4 (2018): 1213-1222.
Hyun, Jung Won, Yimei Li, John H. Gilmore, Zhaohua Lu, Martin Styner, and Hongtu Zhu. "SGPP: spatial Gaussian predictive process models for neuroimaging data." Neuroimage 89 (2014): 70-80.
Dong, Lin, Eric Laber, Yair Goldberg, Rui Song, and Shu Yang. "Ascertaining properties of weighting in the estimation of optimal treatment regimes under monotone missingness." Stat Med 39, no. 25 (2020): 3503-3520.
Zhang, Danjie, Ming-Hui Chen, Joseph G. Ibrahim, Mark E. Boye, Ping Wang, and Wei Shen. "Assessing model fit in joint models of longitudinal and survival data with applications to cancer clinical trials." Stat Med 33, no. 27 (2014): 4715-33.
Cai, Na, Wenbin Lu, and Hao Helen Zhang. "Time-varying latent effect model for longitudinal data with informative observation times." Biometrics 68, no. 4 (2012): 1093-102.
Liu, Yang, Xiwen Ma, Donghui Zhang, Lijiang Geng, Xiaojing Wang, Wei Zheng, and Ming-Hui Chen. "Look before you leap: systematic evaluation of tree-based statistical methods in subgroup identification." J Biopharm Stat 29, no. 6 (2019): 1082-1102.
Wang, Zhi, Arnab Maity, Yiwen Luo, Megan L. Neely, and Jung-Ying Tzeng. "Complete effect-profile assessment in association studies with multiple genetic and multiple environmental factors." Genet Epidemiol 39, no. 2 (2015): 122-33.
Chen, Tianle, Donglin Zeng, and Yuanjia Wang. "Multiple kernel learning with random effects for predicting longitudinal outcomes and data integration." Biometrics 71, no. 4 (2015): 918-28.
May, Ryan C., Joseph G. Ibrahim, and Haitao Chu. "Maximum likelihood estimation in generalized linear models with multiple covariates subject to detection limits." Stat Med 30, no. 20 (2011): 2551-61.
Lin, Dan-Yu, Ran Tao, William D. Kalsbeek, Donglin Zeng, Franklyn Gonzalez, Lindsay Fernández-Rhodes, Mariaelisa Graff, Gary G. Koch, Kari E. North, and Gerardo Heiss. "Genetic association analysis under complex survey sampling: the Hispanic Community Health Study/Study of Latinos." Am J Hum Genet 95, no. 6 (2014): 675-88.
Pang, Herbert, Tiejun Tong, and Michael Ng. "Block-diagonal discriminant analysis and its bias-corrected rules." Stat Appl Genet Mol Biol 12, no. 3 (2013): 347-59.
Zhou, Fan, Haibo Zhou, Tengfei Li, and Hongtu Zhu. "Analysis of secondary phenotypes in multigroup association studies." Biometrics 76, no. 2 (2020): 606-618.
Zou, Baiming, Bo Jin, Gary G. Koch, Haibo Zhou, Stephen E. Borst, Sandeep Menon, and Jonathan J. Shuster. "On model selections for repeated measurement data in clinical studies." Stat Med 34, no. 10 (2015): 1621-33.
Koehler, Megan L., Howard D. Bondell, and Jung-Ying Tzeng. "Evaluating haplotype effects in case-control studies via penalized-likelihood approaches: prospective or retrospective analysis?" Genet Epidemiol 34, no. 8 (2010): 892-911.
Chen, Yong, Yulun Liu, Haitao Chu, Mei-Ling Ting Lee, and Christopher H. Schmid. "A simple and robust method for multivariate meta-analysis of diagnostic test accuracy." Stat Med 36, no. 1 (2017): 105-121.
Liu, Bo, Wenbin Lu, and Jiajia Zhang. "Accelerated intensity frailty model for recurrent events data." Biometrics 70, no. 3 (2014): 579-87.
Chen, Qingxia, Fan Zhang, Ming-Hui Chen, and Xiuyu Julie Cong. "Estimation of treatment effects and model diagnostics with two-way time-varying treatment switching: an application to a head and neck study." Lifetime Data Anal 26, no. 4 (2020): 685-707.
Shin, Seung Jun, Yichao Wu, Hao Helen Zhang, and Yufeng Liu. "Probability-enhanced sufficient dimension reduction for binary classification." Biometrics 70, no. 3 (2014): 546-55.
Wang, Xiaofei, Junling Ma, and Stephen L. George. "ROC curve estimation under test-result-dependent sampling." Biostatistics 14, no. 1 (2013): 160-72.
Diao, Guoqing, Jun Dong, Donglin Zeng, Chunlei Ke, Alan Rong, and Joseph G. Ibrahim. "Biomarker threshold adaptive designs for survival endpoints." J Biopharm Stat 28, no. 6 (2018): 1038-1054.
Zhu, Hongtu, Linglong Kong, Runze Li, Martin Styner, Guido Gerig, Weili Lin, and John H. Gilmore. "FADTTS: functional analysis of diffusion tensor tract statistics." Neuroimage 56, no. 3 (2011): 1412-25.
He, Qianchuan, Hao Helen Zhang, Christy L. Avery, and D Y. Lin. "Sparse meta-analysis with high-dimensional data." Biostatistics 17, no. 2 (2016): 205-20.
Chakraborty, Bibhas, Eric B. Laber, and Yingqi Zhao. "Inference for optimal dynamic treatment regimes using an adaptive m-out-of-n bootstrap scheme." Biometrics 69, no. 3 (2013): 714-23.
Zhang, Yuanye, Ming-Hui Chen, Joseph G. Ibrahim, Donglin Zeng, Qingxia Chen, Zhiying Pan, and Xiaodong Xue. "Bayesian gamma frailty models for survival data with semi-competing risks and treatment switching." Lifetime Data Anal 20, no. 1 (2014): 76-105.
Liu, Jianyu, Wei Sun, and Yufeng Liu. "Joint skeleton estimation of multiple directed acyclic graphs for heterogeneous population." Biometrics 75, no. 1 (2019): 36-47.
Wang, Zhi, Arnab Maity, Chuhsing Kate Hsiao, Deepak Voora, Rima Kaddurah-Daouk, and Jung-Ying Tzeng. "Module-based association analysis for omics data with network structure." PLoS One 10, no. 3 (2015): e0122309.
Yan, Ying, Haibo Zhou, and Jianwen Cai. "Improving efficiency of parameter estimation in case-cohort studies with multivariate failure time data." Biometrics 73, no. 3 (2017): 1042-1052.
Wang, Xiaofei, Jingzhu Zhou, Ting Wang, and Stephen L. George. "On Enrichment Strategies for Biomarker Stratified Clinical Trials." J Biopharm Stat 28, no. 2 (2018): 292-308.
Miranda, Michelle F., Hongtu Zhu, and Joseph G. Ibrahim. "Bayesian spatial transformation models with applications in neuroimaging data." Biometrics 69, no. 4 (2013): 1074-83.
Hung, Hung, Yu-Ting Lin, Penweng Chen, Chen-Chien Wang, Su-Yun Huang, and Jung-Ying Tzeng. "Detection of gene-gene interactions using multistage sparse and low-rank regression." Biometrics 72, no. 1 (2016): 85-94.
Tzeng, Jung-Ying, Daowen Zhang, Monnat Pongpanich, Chris Smith, Mark I. McCarthy, Michèle M. Sale, Bradford B. Worrall, Fang-Chi Hsu, Duncan C. Thomas, and Patrick F. Sullivan. "Studying gene and gene-environment effects of uncommon and common variants on continuous traits: a marker-set approach using gene-trait similarity regression." Am J Hum Genet 89, no. 2 (2011): 277-88.
Kim, Soyoung, Donglin Zeng, and Jianwen Cai. "Analysis of multiple survival events in generalized case-cohort designs." Biometrics 74, no. 4 (2018): 1250-1260.
Chen, Qingxia, Donglin Zeng, Joseph G. Ibrahim, Ming-Hui Chen, Zhiying Pan, and Xiaodong Xue. "Quantifying the average of the time-varying hazard ratio via a class of transformations." Lifetime Data Anal 21, no. 2 (2015): 259-79.
Luckett, Daniel J., Eric B. Laber, Samer S. El-Kamary, Cheng Fan, Ravi Jhaveri, Charles M. Perou, Fatma M. Shebl, and Michael R. Kosorok. "Receiver operating characteristic curves and confidence bands for support vector machines." Biometrics 77, no. 4 (2021): 1422-1430.
Joeng, Hee-Koung, Ming-Hui Chen, and Sangwook Kang. "Proportional exponentiated link transformed hazards (ELTH) models for discrete time survival data with application." Lifetime Data Anal 22, no. 1 (2016): 38-62.
Maity, Arnab, Patrick F. Sullivan, and Jun-Ying Tzeng. "Multivariate phenotype association analysis by marker-set kernel machine regression." Genet Epidemiol 36, no. 7 (2012): 686-95.
Maitra, Poulami, Leila D. A. F. Amorim, and Jianwen Cai. "Multiplicative rates model for recurrent events in case-cohort studies." Lifetime Data Anal 26, no. 1 (2020): 134-157.
Geng, Yuan, Hao Helen Zhang, and Wenbin Lu. "On optimal treatment regimes selection for mean survival time." Stat Med 34, no. 7 (2015): 1169-84.
Bai, Xiaofei, Anastasios A. Tsiatis, Wenbin Lu, and Rui Song. "Optimal treatment regimes for survival endpoints using a locally-efficient doubly-robust estimator from a classification perspective." Lifetime Data Anal 23, no. 4 (2017): 585-604.
Guo, Ruixin, Hongtu Zhu, Sy-Miin Chow, and Joseph G. Ibrahim. "Bayesian lasso for semiparametric structural equation models." Biometrics 68, no. 2 (2012): 567-77.
Choi, Jaeun, Donglin Zeng, Andrew F. Olshan, and Jianwen Cai. "Joint modeling of survival time and longitudinal outcomes with flexible random effects." Lifetime Data Anal 24, no. 1 (2018): 126-152.
Li, Jialiang, Binyan Jiang, and Jason P. Fine. "Multicategory reclassification statistics for assessing improvements in diagnostic accuracy." Biostatistics 14, no. 2 (2013): 382-94.
Psioda, Matthew A., Kuolung Hu, Yang Zhang, Jean Pan, and Joseph G. Ibrahim. "Bayesian design of biosimilars clinical programs involving multiple therapeutic indications." Biometrics 76, no. 2 (2020): 630-642.
Kwak, Minjung, Sang-Won Um, and Sin-Ho Jung. "Comparison of operational characteristics for binary tests with clustered data." Stat Med 34, no. 15 (2015): 2325-33.
Hu, Y J., and D Y. Lin. "Analysis of untyped SNPs: maximum likelihood and imputation methods." Genet Epidemiol 34, no. 8 (2010): 803-15.
Yang, Shu, Anastasios A. Tsiatis, and Michael Blazing. "Modeling survival distribution as a function of time to treatment discontinuation: A dynamic treatment regime approach." Biometrics 74, no. 3 (2018): 900-909.
Daniel, Rhian M., and Anastasios A. Tsiatis. "Efficient estimation of the distribution of time to composite endpoint when some endpoints are only partially observed." Lifetime Data Anal 19, no. 4 (2013): 513-46.
X Jeng, Jessie, Jacob Rhyne, Teng Zhang, and Jung-Ying Tzeng. "Effective SNP ranking improves the performance of eQTL mapping." Genet Epidemiol 44, no. 6 (2020): 611-619.
Laber, Eric B., Ying-Qi Zhao, Todd Regh, Marie Davidian, Anastasios Tsiatis, Joseph B. Stanford, Donglin Zeng, Rui Song, and Michael R. Kosorok. "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.
Zhang, Baqun, Anastasios A. Tsiatis, Eric B. Laber, and Marie Davidian. "A robust method for estimating optimal treatment regimes." Biometrics 68, no. 4 (2012): 1010-8.
Chen, Stephanie T., Luo Xiao, and Ana-Maria Staicu. "A smoothing-based goodness-of-fit test of covariance for functional data." Biometrics 75, no. 2 (2019): 562-571.
Yuan, Ying, John H. Gilmore, Xiujuan Geng, Martin A. Styner, Kehui Chen, Jane-ling Wang, and Hongtu Zhu. "A longitudinal functional analysis framework for analysis of white matter tract statistics." Inf Process Med Imaging 23 (2013): 220-31.
Huque, Md Hamidul, Howard D. Bondell, Raymond J. Carroll, and Louise M. Ryan. "Spatial regression with covariate measurement error: A semiparametric approach." Biometrics 72, no. 3 (2016): 678-86.
Kang, Chaeryon, Bahjat Qaqish, Jane Monaco, Stacey L. Sheridan, and Jianwen Cai. "Kappa statistic for clustered dichotomous responses from physicians and patients." Stat Med 32, no. 21 (2013): 3700-19.
Hu, Y J., D Y. Lin, and D Zeng. "A general framework for studying genetic effects and gene-environment interactions with missing data." Biostatistics 11, no. 4 (2010): 583-98.
Lin, Jiaxing, Alexander Sibley, Ivo Shterev, Andrew Nixon, Federico Innocenti, Cliburn Chan, and Kouros Owzar. "fastJT: An R package for robust and efficient feature selection for machine learning and genome-wide association studies." BMC Bioinformatics 20, no. 1 (2019): 333.
Zeng, Donglin, Ming-Hui Chen, Joseph G. Ibrahim, Rachel Wei, Beiying Ding, Chunlei Ke, and Qi Jiang. "A counterfactual p-value approach for benefit-risk assessment in clinical trials." J Biopharm Stat 25, no. 3 (2015): 508-24.
Mao, Lu, Dan-Yu Lin, and Donglin Zeng. "Semiparametric regression analysis of interval-censored competing risks data." Biometrics 73, no. 3 (2017): 857-865.
Pan, Yinghao, Jianwen Cai, Sangmi Kim, and Haibo Zhou. "Regression analysis for secondary response variable in a case-cohort study." Biometrics 74, no. 3 (2018): 1014-1022.
Li, Yimei, John H. Gilmore, Dinggang Shen, Martin Styner, Weili Lin, and Hongtu Zhu. "Multiscale adaptive generalized estimating equations for longitudinal neuroimaging data." Neuroimage 72 (2013): 91-105.
Zhou, Yi-Hui, and Fred A. Wright. "Hypothesis testing at the extremes: fast and robust association for high-throughput data." Biostatistics 16, no. 3 (2015): 611-25.
Chen, Liddy M., Joseph G. Ibrahim, and Haitao Chu. "Sample size and power determination in joint modeling of longitudinal and survival data." Stat Med 30, no. 18 (2011): 2295-309.
Hager, Rebecca, Anastasios A. Tsiatis, and Marie Davidian. "Optimal two-stage dynamic treatment regimes from a classification perspective with censored survival data." Biometrics 74, no. 4 (2018): 1180-1192.
Wang, Xin, Michael P. Epstein, and Jung-Ying Tzeng. "Analysis of gene-gene interactions using gene-trait similarity regression." Hum Hered 78, no. 1 (2014): 17-26.
Li, Xiang, Anastasia Ivanova, Hong Tian, Pilar Lim, and Kevin Liu. "Continual reassessment method with regularization in phase I clinical trials." J Biopharm Stat 30, no. 6 (2020): 964-978.
Kong, Dehan, Arnab Maity, Fang-Chi Hsu, and Jung-Ying Tzeng. "Testing and estimation in marker-set association study using semiparametric quantile regression kernel machine." Biometrics 72, no. 2 (2016): 364-71.
Chen, Xiaolin, Qihua Wang, Jianwen Cai, and Viswanathan Shankar. "Semiparametric additive marginal regression models for multiple type recurrent events." Lifetime Data Anal 18, no. 4 (2012): 504-27.
West, Rachel Marceau, Wenbin Lu, Daniel M. Rotroff, Melaine A. Kuenemann, Sheng-Mao Chang, Michael C. Wu, Michael J. Wagner, John B. Buse, Alison A. Motsinger-Reif, Denis Fourches et al. "Identifying individual risk rare variants using protein structure guided local tests (POINT)." PLoS Comput Biol 15, no. 2 (2019): e1006722.
Chen, Yong, Yulun Liu, Jing Ning, Lei Nie, Hongjian Zhu, and Haitao Chu. "A composite likelihood method for bivariate meta-analysis in diagnostic systematic reviews." Stat Methods Med Res 26, no. 2 (2017): 914-930.
Zhao, Yue, Benjamin R. Saville, Haibo Zhou, and Gary G. Koch. "Sensitivity analysis for missing outcomes in time-to-event data with covariate adjustment." J Biopharm Stat 26, no. 2 (2016): 269-79.
Reich, Brian J., and Howard D. Bondell. "A spatial dirichlet process mixture model for clustering population genetics data." Biometrics 67, no. 2 (2011): 381-90.
Acharya, Chaitanya R., Kouros Owzar, and Andrew S. Allen. "Mapping eQTL by leveraging multiple tissues and DNA methylation." BMC Bioinformatics 18, no. 1 (2017): 455.
Hu, Yi-Juan, Sonja I. Berndt, Stefan Gustafsson, Andrea Ganna, Joel Hirschhorn, Kari E. North, Erik Ingelsson, and Dan-Yu Lin. "Meta-analysis of gene-level associations for rare variants based on single-variant statistics." Am J Hum Genet 93, no. 2 (2013): 236-48.
Wu, Jing, Ming-Hui Chen, Elizabeth D. Schifano, Joseph G. Ibrahim, and Jeffrey D. Fisher. "A new Bayesian joint model for longitudinal count data with many zeros, intermittent missingness, and dropout with applications to HIV prevention trials." Stat Med 38, no. 30 (2019): 5565-5586.
Zeng, Donglin, Emil Cornea, Jun Dong, Jean Pan, and Joseph G. Ibrahim. "Assessing temporal agreement between central and local progression-free survival times." Stat Med 34, no. 5 (2015): 844-58.
Tsiatis, Anastasios A., Marie Davidian, and Weihua Cao. "Improved doubly robust estimation when data are monotonely coarsened, with application to longitudinal studies with dropout." Biometrics 67, no. 2 (2011): 536-45.
Wang, Charlotte, Jung-Ying Tzeng, Pei-Zhen Wu, Martin Preisig, and Chuhsing Kate Hsiao. "Reexamining Dis/Similarity-Based Tests for Rare-Variant Association with Case-Control Samples." Genetics 209, no. 1 (2018): 105-113.
Chen, Yasheng, Songbai Ji, Xunlei Wu, Hongyu An, Hongtu Zhu, Dinggang Shen, and Weili Lin. "Simulation of brain mass effect with an arbitrary Lagrangian and Eulerian FEM." Med Image Comput Comput Assist Interv 13, no. Pt 2 (2010): 274-81.
Wu, Yuan, Xiaofei Wang, Jiaxing Lin, Beilin Jia, and Kouros Owzar. "Predictive accuracy of markers or risk scores for interval censored survival data." Stat Med 39, no. 18 (2020): 2437-2446.
Jiang, Yu, Yujun Han, Slavé Petrovski, Kouros Owzar, David B. Goldstein, and Andrew S. Allen. "Incorporating Functional Information in Tests of Excess De Novo Mutational Load." Am J Hum Genet 97, no. 2 (2015): 272-83.
Jung, Sin-Ho, Myron N. Chang, and Sun J. Kang. "Phase II cancer clinical trials with heterogeneous patient populations." J Biopharm Stat 22, no. 2 (2012): 312-28.
Potthoff, Richard F.. "Differential losses to follow-up that are outcome-dependent can vitiate a clinical trial: Simulation results." J Biopharm Stat 28, no. 4 (2018): 633-644.
Skup, Martha, Hongtu Zhu, and Heping Zhang. "Multiscale adaptive marginal analysis of longitudinal neuroimaging data with time-varying covariates." Biometrics 68, no. 4 (2012): 1083-92.
Barry, William T., Charles M. Perou, Kelly P Marcom, Lisa A. Carey, and Joseph G. Ibrahim. "The use of Bayesian hierarchical models for adaptive randomization in biomarker-driven phase II studies." J Biopharm Stat 25, no. 1 (2015): 66-88.
Pang, Herbert, and Sin-Ho Jung. "Sample size considerations of prediction-validation methods in high-dimensional data for survival outcomes." Genet Epidemiol 37, no. 3 (2013): 276-82.
Chen, Ming-Hui, Joseph G. Ibrahim, Peter Lam, Alan Yu, and Yuanye Zhang. "Bayesian design of noninferiority trials for medical devices using historical data." Biometrics 67, no. 3 (2011): 1163-70.
Helgeson, Erika S., Qian Liu, Guanhua Chen, Michael R. Kosorok, and Eric Bair. "Biclustering via sparse clustering." Biometrics 76, no. 1 (2020): 348-358.
Zhao, Guolin, Rachel Marceau, Daowen Zhang, and Jung-Ying Tzeng. "Assessing gene-environment interactions for common and rare variants with binary traits using gene-trait similarity regression." Genetics 199, no. 3 (2015): 695-710.
Jeng, Xinge Jessie, Zhongyin John Daye, Wenbin Lu, and Jung-Ying Tzeng. "Rare Variants Association Analysis in Large-Scale Sequencing Studies at the Single Locus Level." PLoS Comput Biol 12, no. 6 (2016): e1004993.
Maity, Arnab, Jing Zhao, Patrick F. Sullivan, and Jung-Ying Tzeng. "Inference on phenotype-specific effects of genes using multivariate kernel machine regression." Genet Epidemiol 42, no. 1 (2018): 64-79.
Ibrahim, Joseph G., Hongtu Zhu, Ramon I. Garcia, and Ruixin Guo. "Fixed and random effects selection in mixed effects models." Biometrics 67, no. 2 (2011): 495-503.
Zhang, Yichi, Eric B. Laber, Anastasios Tsiatis, and Marie Davidian. "Using decision lists to construct interpretable and parsimonious treatment regimes." Biometrics 71, no. 4 (2015): 895-904.
Cai, Jianwen, and Donglin Zeng. "Additive mixed effect model for clustered failure time data." Biometrics 67, no. 4 (2011): 1340-51.
Psioda, Matthew A., and Joseph G. Ibrahim. "Bayesian clinical trial design using historical data that inform the treatment effect." Biostatistics 20, no. 3 (2019): 400-415.
Ha, Min Jin, and Wei Sun. "Partial correlation matrix estimation using ridge penalty followed by thresholding and re-estimation." Biometrics 70, no. 3 (2014): 765-73.
Li, Jianghao, and Sin-Ho Jung. "Sample size calculation for cluster randomization trials with a time-to-event endpoint." Stat Med 39, no. 25 (2020): 3608-3623.
Zeng, Donglin, Fei Gao, Kuolung Hu, Catherine Jia, and Joseph G. Ibrahim. "Hypothesis testing for two-stage designs with over or under enrollment." Stat Med 34, no. 16 (2015): 2417-26.
Chen, Ming-Hui, Joseph G. Ibrahim, Arvind K. Shah, Jianxin Lin, and Hui Yao. "Meta-analysis methods and models with applications in evaluation of cholesterol-lowering drugs." Stat Med 31, no. 28 (2012): 3597-616.
Zhou, Qingning, Jianwen Cai, and Haibo Zhou. "Semiparametric inference for a two-stage outcome-dependent sampling design with interval-censored failure time data." Lifetime Data Anal 26, no. 1 (2020): 85-108.
Chen, Ming-Hui, Joseph G. Ibrahim, Donglin Zeng, Kuolung Hu, and Catherine Jia. "Bayesian design of superiority clinical trials for recurrent events data with applications to bleeding and transfusion events in myelodyplastic syndrome." Biometrics 70, no. 4 (2014): 1003-13.

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