Publications

2016
Wang, Yuanjia, Tianle Chen, and Donglin Zeng. "Support Vector Hazards Machine: A Counting Process Framework for Learning Risk Scores for Censored Outcomes." J Mach Learn Res 17 (2016).
Kass, Robert E., Brian S. Caffo, Marie Davidian, Xiao-Li Meng, Bin Yu, and Nancy Reid. "Ten Simple Rules for Effective Statistical Practice." PLoS Comput Biol 12, no. 6 (2016): e1004961.
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.
Zhu, Zhaoyin, Xiaofei Wang, Paramita Saha-Chaudhuri, Andrzej S. Kosinski, and Stephen L. George. "Time-dependent classification accuracy curve under marker-dependent sampling." Biom J 58, no. 4 (2016): 974-92.
Freedman, Rachel A., Rebecca S. Gelman, Jeffrey S. Wefel, Michelle E. Melisko, Kenneth R. Hess, Roisin M. Connolly, Catherine H. Van Poznak, Polly A. Niravath, Shannon L. Puhalla, Nuhad Ibrahim et al. "Translational Breast Cancer Research Consortium (TBCRC) 022: A Phase II Trial of Neratinib for Patients With Human Epidermal Growth Factor Receptor 2-Positive Breast Cancer and Brain Metastases." J Clin Oncol 34, no. 9 (2016): 945-52.
Ivanova, Anastasia, and Allison M. Deal. "Two-stage design for phase II oncology trials with relaxed futility stopping." Stat Interface 9, no. 1 (2016): 93-98.
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.
Davidian, Marie, Anastasios A. Tsiatis, and Eric B. Laber. "Value search estimators for optimal dynamic treatment regimes." In Adaptive Treatment Strategies in Practice: Planning Trials and Analyzing Data for Personalized Medicine, 135-155. Philadelphia: ASA-SIAM, 2016.
Zhang, Xiang, Yichao Wu, Lan Wang, and Runze Li. "Variable Selection for Support Vector Machines in Moderately High Dimensions." J R Stat Soc Series B Stat Methodol 78, no. 1 (2016): 53-76.
Zou, Baiming, Fei Zou, Jonathan J. Shuster, Patrick J. Tighe, Gary G. Koch, and Haibo Zhou. "On variance estimate for covariate adjustment by propensity score analysis." Stat Med 35, no. 20 (2016): 3537-48.
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.
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.
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.
Tao, Ran, Donglin Zeng, Nora Franceschini, Kari E. North, Eric Boerwinkle, and Dan-Yu Lin. MultiTDS: Analysis of Sequence Data Under Multivariate Trait-Dependent Sampling (C++)., 2015.
Foster, Nathan R., Lindsay A. Renfro, Steven E. Schild, Mary W. Redman, Xiaofei F. Wang, Suzanne E. Dahlberg, Keyue Ding, Penelope A. Bradbury, Suresh S. Ramalingam, David R. Gandara et al. "Multitrial Evaluation of Progression-Free Survival as a Surrogate End Point for Overall Survival in First-Line Extensive-Stage Small-Cell Lung Cancer." J Thorac Oncol 10, no. 7 (2015): 1099-106.
Tzeng, Jung-Ying, Patrik K. E. Magnusson, Patrick F. Sullivan, and Jin P. Szatkiewicz. "A New Method for Detecting Associations with Rare Copy-Number Variants." PLoS Genet 11, no. 10 (2015): e1005403.
Zhao, Ying-Qi, Donglin Zeng, Eric B. Laber, and Michael R. Kosorok. "New Statistical Learning Methods for Estimating Optimal Dynamic Treatment Regimes." J Am Stat Assoc 110, no. 510 (2015): 583-598.
Potthoff, Richard F., and Susan Halabi. "A novel test to compare two treatments based on endpoints involving both nonfatal and fatal events." Pharm Stat 14, no. 4 (2015): 273-83.
Kwak, Minjung, Jinseog Kim, and Sin-Ho Jung. "Optimal estimation for regression models on τ-year survival probability." J Biopharm Stat 25, no. 3 (2015): 539-47.
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.
Brownstein, Naomi C., Jianwen Cai, Gary D. Slade, and Eric Bair. "Parameter estimation in Cox models with missing failure indicators and the OPPERA study." Stat Med 34, no. 30 (2015): 3984-96.
Neely, Megan L., Howard D. Bondell, and Jung-Ying Tzeng. "A penalized likelihood approach for investigating gene-drug interactions in pharmacogenetic studies." Biometrics 71, no. 2 (2015): 529-37.
Song, R, W Wang, D Zeng, and M R. Kosorok. "Penalized Q-Learning for Dynamic Treatment Regimens." Stat Sin 25, no. 3 (2015): 901-920.
Ibrahim, Joseph G., Ming-Hui Chen, Yeongjin Gwon, and Fang Chen. "The power prior: theory and applications." Stat Med 34, no. 28 (2015): 3724-49.
Kong, Dehan, Kelly S. Giovanello, Yalin Wang, Weili Lin, Eunjee Lee, Yong Fan, Murali P Doraiswamy, and Hongtu Zhu. "Predicting Alzheimer's Disease Using Combined Imaging-Whole Genome SNP Data." J Alzheimers Dis 46, no. 3 (2015): 695-702.
Hu, Yi-Juan, Wei Sun, Jung-Ying Tzeng, and Charles M. Perou. "Proper Use of Allele-Specific Expression Improves Statistical Power for -eQTL Mapping with RNA-Seq Data." J Am Stat Assoc 110, no. 511 (2015): 962-974.
Tan, Hung-Jui, Anne-Marie Meyer, Tzy-Mey Kuo, Angela B. Smith, Stephanie B. Wheeler, William R. Carpenter, and Matthew E. Nielsen. "Provider-based research networks and diffusion of surgical technologies among patients with early-stage kidney cancer." Cancer 121, no. 6 (2015): 836-43.
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.
Lachos, Victor H., Ming-Hui Chen, Carlos A. Abanto-Valle, and Caio L. N. Azevedo. "Quantile regression for censored mixed-effects models with applications to HIV studies." Stat Interface 8, no. 2 (2015): 203-215.
Pang, Herbert, Inyoung Kim, and Hongyu Zhao. "Random Effects Model for Multiple Pathway Analysis with Applications to Type II Diabetes Microarray Data." Stat Biosci 7, no. 2 (2015): 167-186.
Cao, Hongyuan, Donglin Zeng, and Jason P. Fine. "Regression analysis of sparse asynchronous longitudinal data." J R Stat Soc Series B Stat Methodol 77, no. 4 (2015): 755-776.
Zhu, Ruoqing, Donglin Zeng, and Michael R. Kosorok. "Reinforcement Learning Trees." J Am Stat Assoc 110, no. 512 (2015): 1770-1784.
Zhang, Baqun, Anastasios A. Tsiatis, Eric B. Laber, and Marie Davidian. "Response to reader reaction." Biometrics 71, no. 1 (2015): 267-273.
A Gould, Lawrence, Mark Ernest Boye, Michael J. Crowther, Joseph G. Ibrahim, George Quartey, Sandrine Micallef, and Frederic Y. Bois. "Responses to discussants of '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): 2202-3.
Zhu, Ruoqing, and Michael R. Kosorok. RLT: Reinforcement learning trees (R).. 2.0 ed., 2015.
Hua, Zhaowei, Hongtu Zhu, and David B. Dunson. "Semiparametric Bayes local additive models for longitudinal data." Stat Biosci 7, no. 1 (2015): 90-107.
Hu, Yi-Juan, Yun Li, Paul L. Auer, and Dan-Yu Lin. SEQGWAS: Integrative analysis of sequencing and GWAS data (C/C++).. 1.0 ed., 2015.
Cheng, Guang, Hao Helen Zhang, and Zuofeng Shang. "Sparse and Efficient Estimation for Partial Spline Models with Increasing Dimension." Ann Inst Stat Math 67, no. 1 (2015): 93-127.
Song, Rui, Michael Kosorok, Donglin Zeng, Yingqi Zhao, Eric Laber, and Ming Yuan. "On Sparse representation for Optimal Individualized Treatment Selection with Penalized Outcome Weighted Learning." Stat 4, no. 1 (2015): 59-68.
Guo, Ruixin, Mihye Ahn, and Hongtu Zhu. "Spatially Weighted Principal Component Analysis for Imaging Classification." J Comput Graph Stat 24, no. 1 (2015): 274-296.
Sun, Qiang, Hongtu Zhu, Yufeng Liu, and Joseph G. Ibrahim. "SPReM: Sparse Projection Regression Model For High-dimensional Linear Regression." J Am Stat Assoc 110, no. 509 (2015): 289-302.
Yu, Jichang, Yanyan Liu, Dale P. Sandler, and Haibo Zhou. "Statistical inference for the additive hazards model under outcome-dependent sampling." Can J Stat 43, no. 3 (2015): 436-453.
Jung, Sin-Ho. "Statistical issues for design and analysis of single-arm multi-stage phase II cancer clinical trials." Contemp Clin Trials 42 (2015): 9-17.
Huang, Hanwen, Yufeng Liu, Ming Yuan, and J S. Marron. "Statistical Significance of Clustering using Soft Thresholding." J Comput Graph Stat 24, no. 4 (2015): 975-993.
Cao, Hongyuan, Mathew M. Churpek, Donglin Zeng, Jason P. Fine, and Shannon T. Holloway. SurvLong: Analysis of proportional hazards model with sparse longitudinal covariates (R).. 1.0 ed., 2015.
Hung, Hung, Yu-Ting Lin, Penweng Chen, Chen-Chien Wang, Su-Yun Huang, and Jung-Ying Tzeng. TensorGxG: A sparse and low-rank screening based on the combination of a low-rank interaction model and the Lasso screening (Matlab).., 2015.
Song, Guochen. TRECASE_MLE: eQTL mapping based on total read count and allele-specific expression in RNA-Seq data with maximum-likelihood estimation (C/C++).., 2015.
Laber, E B., and Y Q. Zhao. "Tree-based methods for individualized treatment regimes." Biometrika 102, no. 3 (2015): 501-514.
Liu, Yulun, Yong Chen, and Haitao Chu. "A unification of models for meta-analysis of diagnostic accuracy studies without a gold standard." Biometrics 71, no. 2 (2015): 538-47.
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.
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.
Wang, Xiaofei, Lin Gu, Ying Zhang, Daniel J. Sargent, William Richards, Apar Kishor Ganti, Jeffery Crawford, Harvey Jay Cohen, Thomas Stinchcombe, Everett Vokes et al. "Validation of survival prognostic models for non-small-cell lung cancer in stage- and age-specific groups." Lung Cancer 90, no. 2 (2015): 281-7.

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