Publications

2014
Chen, Qingxia, Ryan C. May, Joseph G. Ibrahim, Haitao Chu, and Stephen R. Cole. "Joint modeling of longitudinal and survival data with missing and left-censored time-varying covariates." Stat Med 33, no. 26 (2014): 4560-76.
Ibrahim, Joseph G., and Stuart Lipsitz. Macros for missing data (SAS).., 2014.
Zhou, Yi-Hui. mcc: Moment corrected correlation an approximation to exact association testing of two vectors (R).. 1.0 ed., 2014.
Tang, Zheng-Zheng, and Dan-Yu Lin. "Meta-analysis of sequencing studies with heterogeneous genetic associations." Genet Epidemiol 38, no. 5 (2014): 389-401.
Murphy, Susan A.. Micro-Randomized Trials & mHealth., 2014.
Tsiatis, Anastasios A., and Marie Davidian. Missing data methods: A semiparametric perspective. In Handbook of Missing Data Methodology. Boca Raton: Chapman and Hall/CRC, 2014.
Luo, Sheng, Yong Chen, Xiao Su, and Haitao Chu. "mmeta: An R Package for Multivariate Meta-Analysis." J Stat Softw 56, no. 11 (2014): 11.
Luo, Sheng, Yong Chen, Xiao Su, and Haitao Chu. mmeta: Multivariate meta-analysis (R).. 2.2 ed., 2014.
Geng, Yuan, Wenbin Lu, and Hao Helen Zhang. "A Model-Free Machine Learning Method for Risk Classification and Survival Probability Prediction." Stat 3, no. 1 (2014): 337-350.
Chen, Yasheng, Hongtu Zhu, Hongyu An, Diane Armao, Dinggang Shen, John H. Gilmore, and Weili Lin. "More insights into early brain development through statistical analyses of eigen-structural elements of diffusion tensor imaging using multivariate adaptive regression splines." Brain Struct Funct 219, no. 2 (2014): 551-69.
Zhang, Chong, and Yufeng Liu. "Multicategory angle-based large-margin classification." Biometrika 101, no. 3 (2014): 625-640.
Zhao, Yue, Amy H. Herring, Haibo Zhou, Mirza W. Ali, and Gary G. Koch. "A multiple imputation method for sensitivity analyses of time-to-event data with possibly informative censoring." J Biopharm Stat 24, no. 2 (2014): 229-53.
Shortreed, Susan M., Eric Laber, Scott T Stroup, Joelle Pineau, and Susan A. Murphy. "A multiple imputation strategy for sequential multiple assignment randomized trials." Stat Med 33, no. 24 (2014): 4202-14.
Bompard, Lucile, Shun Xu, Martin Styner, Beatriz Paniagua, Mihye Ahn, Ying Yuan, Valerie Jewells, Wei Gao, Dinggang Shen, Hongtu Zhu et al. "Multivariate longitudinal shape analysis of human lateral ventricles during the first twenty-four months of life." PLoS One 9, no. 9 (2014): e108306.
Zeng, Donglin, Joseph G. Ibrahim, Ming-Hui Chen, Kuolung Hu, and Catherine Jia. "Multivariate recurrent events in the presence of multivariate informative censoring with applications to bleeding and transfusion events in myelodysplastic syndrome." J Biopharm Stat 24, no. 2 (2014): 429-42.
Zhang, Jing, Bradley P. Carlin, James D. Neaton, Guoxing G. Soon, Lei Nie, Robert Kane, Beth A. Virnig, and Haitao Chu. "Network meta-analysis of randomized clinical trials: reporting the proper summaries." Clin Trials 11, no. 2 (2014): 246-62.
Rosenblum, M. Optimal, Two Stage, Adaptive Enrichment Designs for Randomized Trials, using Sparse Linear Programming., 2014.
Heyse, Joseph F.. An Overview of Multiple Testing Procedures for Categorical Data., 2014.
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.
Wang, Xin, Daowen Zhang, and Jung-Ying Tzeng. "Pathway-guided identification of gene-gene interactions." Ann Hum Genet 78, no. 6 (2014): 478-91.
Lin, Lifeng, Jing Zhang, and Haitao Chu. pcnetmeta: Methods for patient-centered network meta-analysis (R).. 1.2 ed., 2014.
Kwak, Minjung, and Sin-Ho Jung. "Phase II clinical trials with time-to-event endpoints: optimal two-stage designs with one-sample log-rank test." Stat Med 33, no. 12 (2014): 2004-16.
Gao, Fei, Donglin Zeng, and Joseph G. Ibrahim. Power calculations and confidence intervals in phase II design with over enrollment (SAS/R).., 2014.
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.
Schulte, Phillip J., Anastasios A. Tsiatis, Eric B. Laber, and Marie Davidian. "Q- and A-learning Methods for Estimating Optimal Dynamic Treatment Regimes." Stat Sci 29, no. 4 (2014): 640-661.
Molenberghs, Geert, Michael G. Kenward, Marc Aerts, Geert Verbeke, Anastasios A. Tsiatis, Marie Davidian, and Dimitris Rizopoulos. "On random sample size, ignorability, ancillarity, completeness, separability, and degeneracy: sequential trials, random sample sizes, and missing data." Stat Methods Med Res 23, no. 1 (2014): 11-41.
Jung, Sin-Ho, and Daniel J. Sargent. "Randomized phase II clinical trials." J Biopharm Stat 24, no. 4 (2014): 802-16.
Ren, Zheng, Marie Davidian, Stephen L. George, Richard M. Goldberg, Fred A. Wright, Anastasios A. Tsiatis, and Michael R. Kosorok. "Research methods for clinical trials in personalized medicine: A systematic review." In Lost In Translation: Barriers to Incentives for Translational Research in Medical Sciences. Singapore: World Scientific, 2014.
Yi, Chanhee, Alexander Sibley, and Kouros Owzar. RSNPset: Genome-wide SNP set analysis on the basis of efficient scores (R).. v0.2 ed., 2014.
Chen, Liddy M., Joseph G. Ibrahim, and Haitao Chu. "Sample size determination in shared frailty models for multivariate time-to-event data." J Biopharm Stat 24, no. 4 (2014): 908-23.
Hu, Wenrong, Jianwen Cai, and Donglin Zeng. "Sample size/power calculation for stratified case-cohort design." Stat Med 33, no. 23 (2014): 3973-85.
Zhou, Haibo, Wangli Xu, Donglin Zeng, and Jianwen Cai. "Semiparametric Inference for Data with a Continuous Outcome from a Two-Phase Probability Dependent Sampling Scheme." J R Stat Soc Series B Stat Methodol 76, no. 1 (2014): 197-215.
Laber, Eric B., Daniel J. Lizotte, and Bradley Ferguson. "Set-valued dynamic treatment regimes for competing outcomes." Biometrics 70, no. 1 (2014): 53-61.
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.
Laber, Eric B.. Sizing a trial for estimation of an optimal treatment regime., 2014.
Thall, PF. SMART Design, Conduct, and Analysis in Oncology., 2014.
Vock, David M., Marie Davidian, and Anastasios A. Tsiatis. "SNP_NLMM: A SAS Macro to Implement a Flexible Random Effects Density for Generalized Linear and Nonlinear Mixed Models." J Stat Softw 56 (2014): 2.
Vock, David M., Marie Davidian, and Anastasios A. Tsiatis. SNP_NLMM: Implement a flexible random effects density for generalized linear and nonlinear mixed models (SAS).., 2014.
Jung, Sin-Ho, and Insuk Sohn. "Statistical Issues in the Design and Analysis of nCounter Projects." Cancer Inform 13, no. Suppl 7 (2014): 35-43.
Jung, Sin-Ho. "Stratified Fisher's exact test and its sample size calculation." Biom J 56, no. 1 (2014): 129-40.
Lin, Dan-Yu, R Tao, W Kalsbeek, Donglin Zeng, Franklyn Gonzalez, Lindsay Fernández-Rhodes, Mariaelisa Graff, Gary G. Koch, Kari E. North, and Gerardo Heiss. SUGEN: Genetic Association Analysis Under Complex Survey Sampling (C++)., 2014.
Chen, Tianle, Yuanjia Wang, Huaihou Chen, Karen Marder, and Donglin Zeng. "Targeted Local Support Vector Machine for Age-Dependent Classification." J Am Stat Assoc 109, no. 507 (2014): 1174-1187.
Ma, Xiaoye, Muhammad Fareed K. Suri, and Haitao Chu. "A trivariate meta-analysis of diagnostic studies accounting for prevalence and non-evaluable subjects: re-evaluation of the meta-analysis of coronary CT angiography studies." BMC Med Res Methodol 14 (2014): 128.
Almirall, D. Tutorial: Getting SMART about Dynamic Treatment Regimes: A Conceptual Introduction., 2014.
Bretz, F. Tutorial: Introduction to Multiplicity in Clinical Trials., 2014.
Shin, Seung Jun, Yichao Wu, and Hao Helen Zhang. "Two-Dimensional Solution Surface for Weighted Support Vector Machines." J Comput Graph Stat 23, no. 2 (2014): 383-402.
Jung, Sin-Ho, Yong Chen, and Hongshik Ahn. "Type I error control for tree classification." Cancer Inform 13, no. Suppl 7 (2014): 11-8.
Verde, Audrey R., Francois Budin, Jean-Baptiste Berger, Aditya Gupta, Mahshid Farzinfar, Adrien Kaiser, Mihye Ahn, Hans Johnson, Joy Matsui, Heather C. Hazlett et al. "UNC-Utah NA-MIC framework for DTI fiber tract analysis." Front Neuroinform 7 (2014): 51.
Viele, Kert, Scott Berry, Beat Neuenschwander, Billy Amzal, Fang Chen, Nathan Enas, Brian Hobbs, Joseph G. Ibrahim, Nelson Kinnersley, Stacy Lindborg et al. "Use of historical control data for assessing treatment effects in clinical trials." Pharm Stat 13, no. 1 (2014): 41-54.
Stefanski, L A., Yichao Wu, and Kyle White. "Variable Selection in Nonparametric Classification via Measurement Error Model Selection Likelihoods." J Am Stat Assoc 109, no. 506 (2014): 574-589.
Song, Rui, Feng Yi, and Hui Zou. "On Varying-coefficient Independence Screening for High-dimensional Varying-coefficient Models." Stat Sin 24, no. 4 (2014): 1735-1752.
2015
Wang, WeiBo, Wei Wang, Wei Sun, James J. Crowley, and Jin P. Szatkiewicz. "Allele-specific copy-number discovery from whole-genome and whole-exome sequencing." Nucleic Acids Res 43, no. 14 (2015): e90.
Tao, Ran, Donglin Zeng, Nora Franceschini, Kari E. North, Eric Boerwinkle, and Dan-Yu Lin. "Analysis of Sequence Data Under Multivariate Trait-Dependent Sampling." J Am Stat Assoc 110, no. 510 (2015): 560-572.
Cao, Hongyuan, Mathew M. Churpek, Donglin Zeng, and Jason P. Fine. "Analysis of the Proportional Hazards Model with Sparse Longitudinal Covariates." J Am Stat Assoc 110, no. 511 (2015): 1187-1196.
Wang, WeiBo, Wei Wang, Wei Sun, James J. Crowley, and Jin P. Szatkiewicz. ASGENSENG: Detect Allele Specific CNV from Both WGS and WES Data (Python/Shell)., 2015.
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.
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.
Boos, Dennis D., and Jason A. Osborne. "Assessing Variability of Complex Descriptive Statistics in Monte Carlo Studies using Resampling Methods." Int Stat Rev 83, no. 2 (2015): 228-238.
Wu, Yichao, and Leonard A. Stefanski. "Automatic structure recovery for additive models." Biometrika 102, no. 2 (2015): 381-395.
Chen, Yong, Haitao Chu, Sheng Luo, Lei Nie, and Sining Chen. "Bayesian analysis on meta-analysis of case-control studies accounting for within-study correlation." Stat Methods Med Res 24, no. 6 (2015): 836-55.
Yao, Hui, Sungduk Kim, Ming-Hui Chen, Joseph G. Ibrahim, Arvind K. Shah, and Jianxin Lin. "Bayesian Inference for Multivariate Meta-regression with a Partially Observed Within-Study Sample Covariance Matrix." J Am Stat Assoc 110, no. 510 (2015): 528-544.
Sinha, Arijit, Zhiyi Chi, and Ming-Hui Chen. "BAYESIAN INFERENCE OF HIDDEN GAMMA WEAR PROCESS MODEL FOR SURVIVAL DATA WITH TIES." Stat Sin 25, no. 4 (2015): 1613-1635.
DE Castro, Mário, Ming-Hui Chen, and Yuanye Zhang. "Bayesian path specific frailty models for multi-state survival data with applications." Biometrics 71, no. 3 (2015): 760-71.
Ibrahim, Joseph G., Ming-Hui Chen, Mani Lakshminarayanan, Guanghan F. Liu, and Joseph F. Heyse. "Bayesian probability of success for clinical trials using historical data." Stat Med 34, no. 2 (2015): 249-64.
Lee, Eunjee, Hongtu Zhu, Dehan Kong, Yalin Wang, Kelly Sullivan Giovanello, and Joseph G. Ibrahim. "BFLCRM: A BAYESIAN FUNCTIONAL LINEAR COX REGRESSION MODEL FOR PREDICTING TIME TO CONVERSION TO ALZHEIMER'S DISEASE." Ann Appl Stat 9, no. 4 (2015): 2153-2178.
Ibrahim, Joseph G., Yeongjin Gwon, and Ming-Hui Chen. BSMED: Bayesian survival meta-experimental design using historical data (SAS).. 1.0 ed., 2015.
Huang, Ying, Eric B. Laber, and Holly Janes. "Characterizing expected benefits of biomarkers in treatment selection." Biostatistics 16, no. 2 (2015): 383-99.
Ivanova, A, K M. Anderson, Gary L. Rosner, and E Rubin. "Comment." Stat Biopharm Res 7, no. 4 (2015): 357-358.
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.
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.
Yu, Fang, Ming-Hui Chen, Lynn Kuo, Heather Talbott, and John S. Davis. "Confident difference criterion: a new Bayesian differentially expressed gene selection algorithm with applications." BMC Bioinformatics 16 (2015): 245.
Gao, Qibing, Mihye Ahn, and Hongtu Zhu. "Cook's Distance Measures for Varying Coefficient Models with Functional Responses." Technometrics 57, no. 2 (2015): 268-280.
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.
George, Stephen L., and Marc Buyse. "Data fraud in clinical trials." Clin Investig (Lond) 5, no. 2 (2015): 161-173.
Zhu, Hongtu, Joseph G. Ibrahim, and Ming-Hui Chen. "Diagnostic Measures for the Cox Regression Model with Missing Covariates." Biometrika 102, no. 4 (2015): 907-923.
Huang, Chao, Liang Shan, Cecil H Charles, Wolfgang Wirth, Marc Niethammer, and Hongtu Zhu. "Diseased Region Detection of Longitudinal Knee Magnetic Resonance Imaging Data." IEEE Trans Med Imaging 34, no. 9 (2015): 1914-27.
Kong, Dehan, Howard Bondell, and Yichao Wu. "Domain selection for the varying coefficient model via local polynomial regression." Comput Stat Data Anal 83 (2015): 236-250.
Zhao, Y Q., D Zeng, E B. Laber, R Song, M Yuan, and M R. Kosorok. "Doubly Robust Learning for Estimating Individualized Treatment with Censored Data." Biometrika 102, no. 1 (2015): 151-168.
Yao, F, E Lei, and Y Wu. "Effective dimension reduction for sparse functional data." Biometrika 102, no. 2 (2015): 421-437.
Wang, Yuanjia, Baosheng Liang, Xingwei Tong, Karen Marder, Susan Bressman, Avi Orr-Urtreger, Nir Giladi, and Donglin Zeng. "Efficient Estimation of Nonparametric Genetic Risk Function with Censored Data." Biometrika 102, no. 3 (2015): 515-532.
Song, Guochen, and Anastasia Ivanova. "Enrollment and Stopping Rules for Managing Toxicity Requiring Long Follow-Up in Phase II Oncology Trials." J Biopharm Stat 25, no. 6 (2015): 1206-14.
Milanzi, Elasma, Geert Molenberghs, Ariel Alonso, Michael G. Kenward, Anastasios A. Tsiatis, Marie Davidian, and Geert Verbeke. "Estimation After a Group Sequential Trial." Stat Biosci 7, no. 2 (2015): 187-205.
Ghosh, Lipika, Jiancheng Jiang, Yanqing Sun, and Haibo Zhou. "Failure time regression with continuous informative auxiliary covariates." J Stat Distrib Appl 2 (2015): 2.
Marceau, Rachel, Wenbin Lu, Shannon Holloway, Michèle M. Sale, Bradford B. Worrall, Stephen R. Williams, Fang-Chi Hsu, and Jung-Ying Tzeng. "A Fast Multiple-Kernel Method With Applications to Detect Gene-Environment Interaction." Genet Epidemiol 39, no. 6 (2015): 456-68.
Marceau, Rachel, Wenbin Lu, Michèle M. Sale, Bradford B. Worrall, Stephen R. Williams, Fang-Chi Hsu, Jung-Ying Tzeng, and Shannon T. Holloway. FastKM: A fast multiple-kernel method based on a low-rank approximation (R).. 1.0 ed., 2015.
Jiang, Yu, Yujun Han, Slavé Petrovski, Kouros Owzar, David B. Goldstein, and Andrew S. Allen. fitDNM: Test of de novo enrichment that incorporates functional information (R).. 1.0 ed., 2015.
Chen, Yong, Yulun Liu, Jing Ning, Janice Cormier, and Haitao Chu. "A hybrid model for combining case-control and cohort studies in systematic reviews of diagnostic tests." J R Stat Soc Ser C Appl Stat 64, no. 3 (2015): 469-489.
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.
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.
Li, Meng, Ana-Maria Staicu, and Howard D. Bondell. "Incorporating covariates in skewed functional data models." Biostatistics 16, no. 3 (2015): 413-26.
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.
Hu, Yi-Juan, Yun Li, Paul L. Auer, and Dan-Yu Lin. "Integrative analysis of sequencing and array genotype data for discovering disease associations with rare mutations." Proc Natl Acad Sci U S A 112, no. 4 (2015): 1019-24.
Linn, Kristin A., Eric B. Laber, and Leonard A. Stefanski. "iqLearn: Interactive Q-Learning in R." J Stat Softw 64, no. 1 (2015).
Choi, Jaeun, Jianwen Cai, Donglin Zeng, and Andrew F. Olshan. "Joint Analysis of Survival Time and Longitudinal Categorical Outcomes." Stat Biosci 7, no. 1 (2015): 19-47.
Lee, Wonyul, and Yufeng Liu. "Joint Estimation of Multiple Precision Matrices with Common Structures." J Mach Learn Res 16 (2015): 1035-1062.
A Gould, Lawrence, Mark Ernest Boye, Michael J. Crowther, Joseph G. Ibrahim, George Quartey, Sandrine Micallef, and Frederic Y. Bois. "Joint modeling of survival and longitudinal non-survival data: current methods and issues. Report of the DIA Bayesian joint modeling working group." Stat Med 34, no. 14 (2015): 2181-95.
Tang, Zheng-Zheng, and Dan-Yu Lin. "Meta-analysis for Discovering Rare-Variant Associations: Statistical Methods and Software Programs." Am J Hum Genet 97, no. 1 (2015): 35-53.
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.
Amorim, Leila D. A. F., and Jianwen Cai. "Modelling recurrent events: a tutorial for analysis in epidemiology." Int J Epidemiol 44, no. 1 (2015): 324-33.
Holloway, Shannon T.. modelObj: A model object framework for regression analysis (R).. 1.0 ed., 2015.

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