Publications
Consistent high-dimensional Bayesian variable selection via penalized credible regions." J Am Stat Assoc 107, no. 500 (2012): 1610-1624.
" Data for cancer comparative effectiveness research: past, present, and future potential." Cancer 118, no. 21 (2012): 5186-97.
" Discussion of the paper "Clustering Random Curves Under Spatial Interdependence with Application to Service Accessibility" by Jiang and Serban." Technometrics 54, no. 2 (2012): 129-133.
"Estimating Individualized Treatment Rules Using Outcome Weighted Learning." J Am Stat Assoc 107, no. 449 (2012): 1106-1118.
"Estimating Optimal Treatment Regimes from a Classification Perspective." Stat 1, no. 1 (2012): 103-114.
"Estimating treatment effects with treatment switching via semicompeting risks models: an application to a colorectal cancer study." Biometrika 99, no. 1 (2012): 167-184.
"Estimation of AUC or Partial AUC under Test-Result-Dependent Sampling." Stat Biopharm Res 4, no. 4 (2012): 313-323.
"An Exponential Bound for Cox Regression." Stat Probab Lett 82, no. 7 (2012): 1267-1272.
" A framework for understanding cancer comparative effectiveness research data needs." J Clin Epidemiol 65, no. 11 (2012): 1150-8.
"Gene selection using iterative feature elimination random forests for survival outcomes." IEEE/ACM Trans Comput Biol Bioinform 9, no. 5 (2012): 1422-31.
" A genome-wide association study identifies novel loci for paclitaxel-induced sensory peripheral neuropathy in CALGB 40101." Clin Cancer Res 18, no. 18 (2012): 5099-109.
" THE INTERACTIVE DECISION COMMITTEE FOR CHEMICAL TOXICITY ANALYSIS." J Stat Res 46, no. 2 (2012): 157-186.
"Intrinsic Regression Models for Medial Representation of Subcortical Structures." J Am Stat Assoc 107, no. 497 (2012): 12-23.
"IQ-Learning., 2012.
JMDesign: Statistical design for joint models of longitudinal and survival data (R).. v1.1 ed., 2012.
Joint Models of Longitudinal Data and Recurrent Events with Informative Terminal Event." Stat Biosci 4, no. 2 (2012): 262-281.
"Local Polynomial Regression for Symmetric Positive Definite Matrices." J R Stat Soc Series B Stat Methodol 74, no. 4 (2012): 697-719.
"Marginal hazard regression for correlated failure time data with auxiliary covariates." Lifetime Data Anal 18, no. 1 (2012): 116-38.
"Meta-analysis methods and models with applications in evaluation of cholesterol-lowering drugs." Stat Med 31, no. 28 (2012): 3597-616.
"Missing data in clinical studies: issues and methods." J Clin Oncol 30, no. 26 (2012): 3297-303.
"Mixed model analysis of censored longitudinal data with flexible random-effects density." Biostatistics 13, no. 1 (2012): 61-73.
"MOMENT-BASED METHOD FOR RANDOM EFFECTS SELECTION IN LINEAR MIXED MODELS." Stat Sin 22, no. 4 (2012): 1539-1562.
"Multiscale adaptive marginal analysis of longitudinal neuroimaging data with time-varying covariates." Biometrics 68, no. 4 (2012): 1083-92.
"Multivariate phenotype association analysis by marker-set kernel machine regression." Genet Epidemiol 36, no. 7 (2012): 686-95.
"MULTIVARIATE VARYING COEFFICIENT MODEL FOR FUNCTIONAL RESPONSES." Ann Stat 40, no. 5 (2012): 2634-2666.
"Network meta-analysis of margin threshold for women with ductal carcinoma in situ." J Natl Cancer Inst 104, no. 7 (2012): 507-16.
"odsroc: Nonparametric estimation of AUC and partial AUC under test-result-dependent sampling (R).., 2012.
Performance of rapid influenza H1N1 diagnostic tests: a meta-analysis." Influenza Other Respir Viruses 6, no. 2 (2012): 80-6.
"PERTURBATION AND SCALED COOK'S DISTANCE." Ann Stat 40, no. 2 (2012): 785-811.
" Phase II cancer clinical trials with heterogeneous patient populations." J Biopharm Stat 22, no. 2 (2012): 312-28.
"Power and sample size calculation for microarray studies." J Biopharm Stat 22, no. 1 (2012): 30-42.
" Power and sample size calculations for SNP association studies with censored time-to-event outcomes." Genet Epidemiol 36, no. 6 (2012): 538-48.
"Prediction of the Best Treatment Assignment Using Random Forest with Regression in the Nodes., 2012.
Predictive accuracy of covariates for event times." Biometrika 99, no. 3 (2012): 615-630.
"Q-LEARNING WITH CENSORED DATA." Ann Stat 40, no. 1 (2012): 529-560.
"Rapid and robust resampling-based multiple-testing correction with application in a genome-wide expression quantitative trait loci study." Genetics 190, no. 4 (2012): 1511-20.
"Recursively Imputed Survival Trees." J Am Stat Assoc 107, no. 497 (2012): 331-340.
"A regression approach to ROC surface, with applications to Alzheimer's disease." Sci China Math 55, no. 8 (2012): 1583-1595.
"Reinforcement learning trees In The University of North Carolina at Chapel Hill Department of Biostatistics Technical Report Series. UNC at Chapel Hill. Chapel Hill: The University of North Carolina, 2012.
A robust method for estimating optimal treatment regimes." Biometrics 68, no. 4 (2012): 1010-8.
"Sample size calculation for comparing survival curves under general hypotheses testing (Fortran).., 2012.
On sample size calculation for comparing survival curves under general hypothesis testing." J Biopharm Stat 22, no. 3 (2012): 485-95.
"Semiparametric additive marginal regression models for multiple type recurrent events." Lifetime Data Anal 18, no. 4 (2012): 504-27.
"Semiparametric Bayesian local functional models for diffusion tensor tract statistics." Neuroimage 63, no. 1 (2012): 460-74.
" Targeted cancer clinical trials." In Designs for Clinical Trials, 157-177. New York: Springer, 2012.
"Time-varying latent effect model for longitudinal data with informative observation times." Biometrics 68, no. 4 (2012): 1093-102.
"TwinMARM: two-stage multiscale adaptive regression methods for twin neuroimaging data." IEEE Trans Med Imaging 31, no. 5 (2012): 1100-12.
"Variable selection for covariate-adjusted semiparametric inference in randomized clinical trials." Stat Med 31, no. 29 (2012): 3789-804.
" Additive mixed effect model for clustered failure time data." Biometrics 67, no. 4 (2011): 1340-51.
"On the Aggregation of Multimarker Information for Marker-Set and Sequencing Data Analysis: Genotype Collapsing vs. Similarity Collapsing." Front Genet 2 (2011): 110.
"Assessing the dependence of sensitivity and specificity on prevalence in meta-analysis." Biostatistics 12, no. 4 (2011): 710-22.
"Bayesian design of noninferiority trials for medical devices using historical data." Biometrics 67, no. 3 (2011): 1163-70.
"Bayesian estimation of semiparametric nonlinear dynamic factor analysis models using the Dirichlet process prior." Br J Math Stat Psychol 64, no. Pt 1 (2011): 69-106.
"Bayesian influence analysis: a geometric approach." Biometrika 98, no. 2 (2011): 307-323.
" Combining an evolution-guided clustering algorithm and haplotype-based LRT in family association studies." BMC Genet 12 (2011): 48.
"Comment on "Adaptive Confidence Intervals for the Test Error in Classification"." J Am Stat Assoc 106, no. 495 (2011): 920-924.
" DiNAMIC: a method to identify recurrent DNA copy number aberrations in tumors." Bioinformatics 27, no. 5 (2011): 678-85.
" Discussion of "Connections Between Survey Calibration Estimators and Semiparametric Models for Incomplete Data" by T. Lumley, P.A. Shaw & J.Y. Dai." Int Stat Rev 79, no. 2 (2011): 221-223.
"Drug safety in spontaneous reports, observational databases, and clinical trials: Can we do better?., 2011.
Estimation of treatment effect for the sequential parallel design." Stat Med 30, no. 30 (2011): 3496-506.
"FADTTS: functional analysis of diffusion tensor tract statistics." Neuroimage 56, no. 3 (2011): 1412-25.
" Fixed and random effects selection in mixed effects models." Biometrics 67, no. 2 (2011): 495-503.
" FSR Methods for Second-Order Regression Models." Comput Stat Data Anal 55, no. 6 (2011): 2026-2037.
"A general framework for detecting disease associations with rare variants in sequencing studies." Am J Hum Genet 89, no. 3 (2011): 354-67.
" "Genome-wide association study identifies five new schizophrenia loci." Nat Genet 43, no. 10 (2011): 969-76.
Hard or Soft Classification? Large-margin Unified Machines." J Am Stat Assoc 106, no. 493 (2011): 166-177.
"Improved doubly robust estimation when data are monotonely coarsened, with application to longitudinal studies with dropout." Biometrics 67, no. 2 (2011): 536-45.
"Incorporating higher-order representative features improves prediction in network-based cancer prognosis analysis." BMC Med Genomics 4 (2011): 5.
"Inference on treatment effects from a randomized clinical trial in the presence of premature treatment discontinuation: the SYNERGY trial." Biostatistics 12, no. 2 (2011): 258-69.
"Inverse regression estimation for censored data." J Am Stat Assoc 106, no. 493 (2011): 178-190.
"Linear or Nonlinear? Automatic Structure Discovery for Partially Linear Models." J Am Stat Assoc 106, no. 495 (2011): 1099-1112.
"Longitudinal regression analysis of spatial-temporal growth patterns of geometrical diffusion measures in early postnatal brain development with diffusion tensor imaging." Neuroimage 58, no. 4 (2011): 993-1005.
"Maximum likelihood estimation in generalized linear models with multiple covariates subject to detection limits." Stat Med 30, no. 20 (2011): 2551-61.
"A moment-adjusted imputation method for measurement error models." Biometrics 67, no. 4 (2011): 1461-70.
"Multiple testing for gene sets from microarray experiments." BMC Bioinformatics 12 (2011): 209.
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