Publications
Spatial regression with covariate measurement error: A semiparametric approach." Biometrics 72, no. 3 (2016): 678-86.
"A spatial dirichlet process mixture model for clustering population genetics data." Biometrics 67, no. 2 (2011): 381-90.
"On Sparse representation for Optimal Individualized Treatment Selection with Penalized Outcome Weighted Learning." Stat 4, no. 1 (2015): 59-68.
"A Sparse Random Projection-based Test for Overall Qualitative Treatment Effects." J Am Stat Assoc 115, no. 531 (2020): 1201-1213.
"Sparse meta-analysis with high-dimensional data." Biostatistics 17, no. 2 (2016): 205-20.
"Sparse concordance-assisted learning for optimal treatment decision." J Mach Learn Res 18 (2018).
"Sparse and Efficient Estimation for Partial Spline Models with Increasing Dimension." Ann Inst Stat Math 67, no. 1 (2015): 93-127.
"SparkScore: Leveraging Apache Spark for Distributed Genomic Inference. In 2016 IEEE International Parallel and Distributed Processing Symposium Workshops (IPDPSW). IEEE Computer Society Conference Publishing Services, 2016.
Sorting the wheat from the chaff: How do we know which cancer therapies really work? . Huffington Post, 2013.
SNPpy--database management for SNP data from genome wide association studies." PLoS One 6, no. 10 (2011): e24982.
" 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.
" snplist: Tools to create gene sets (R).. 0.12 ed., 2013.
A smoothing-based goodness-of-fit test of covariance for functional data." Biometrics 75, no. 2 (2019): 562-571.
" SMAC: Spatial multi-category angle-based classifier for high-dimensional neuroimaging data." Neuroimage 175 (2018): 230-245.
"skda: Sparse (multicategory) kernel discriminant analysis (R).. 0.1 ed., 2013.
Single-nucleotide resolution analysis of nucleotide excision repair of ribosomal DNA in humans and mice." J Biol Chem 294, no. 1 (2019): 210-217.
"Single cell analysis reveals distinct immune landscapes in transplant and primary sarcomas that determine response or resistance to immunotherapy." Nat Commun 11, no. 1 (2020): 6410.
"Simultaneous Critical Values For T-Tests In Very High Dimensions." Bernoulli (Andover) 17, no. 1 (2011): 347-394.
"Simultaneous Clustering and Estimation of Heterogeneous Graphical Models." J Mach Learn Res 18 (2018).
"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.
"A simple and robust method for multivariate meta-analysis of diagnostic test accuracy." Stat Med 36, no. 1 (2017): 105-121.
"A simple and accurate method to determine genomewide significance for association tests in sequencing studies." Genet Epidemiol 43, no. 4 (2019): 365-372.
" sigclust2: Statistical Significance for Hierarchical Clustering (R). 1.2.4 ed., 2016.
SGPP: spatial Gaussian predictive process models for neuroimaging data." Neuroimage 89 (2014): 70-80.
"Sex differences in grey matter atrophy patterns among AD and aMCI patients: results from ADNI." Neuroimage 56, no. 3 (2011): 890-906.
"Set-valued dynamic treatment regimes for competing outcomes." Biometrics 70, no. 1 (2014): 53-61.
"Sequential multiple assignment randomization trials with enrichment design." Biometrics 73, no. 2 (2017): 378-390.
"Sequential advantage selection for optimal treatment regime." Ann Appl Stat 10, no. 1 (2016): 32-53.
" Sensitivity analysis for missing outcomes in time-to-event data with covariate adjustment." J Biopharm Stat 26, no. 2 (2016): 269-79.
"Semiparametric Transformation Rate Model for Recurrent Event Data." Stat Biosci 3, no. 2 (2011): 187-207.
"Semiparametric Single-Index Model for Estimating Optimal Individualized Treatment Strategy." Electron J Stat 11, no. 1 (2017): 364-384.
"Semiparametric sieve maximum likelihood estimation under cure model with partly interval censored and left truncated data for application to spontaneous abortion." Lifetime Data Anal 25, no. 3 (2019): 507-528.
"SEMIPARAMETRIC ROC ANALYSIS USING ACCELERATED REGRESSION MODELS." Stat Sin 23 (2013): 829-851.
"Semiparametric regression models and sensitivity analysis of longitudinal data with nonrandom dropouts." Stat Neerl 64, no. 2 (2010): 133-156.
"Semiparametric regression for the weighted composite endpoint of recurrent and terminal events." Biostatistics 17, no. 2 (2016): 390-403.
"SEMIPARAMETRIC REGRESSION ANALYSIS OF REPEATED CURRENT STATUS DATA." Stat Sin 27, no. 3 (2017): 1079-1100.
"Semiparametric Regression Analysis of Multiple Right- and Interval-Censored Events." J Am Stat Assoc 114, no. 527 (2019): 1232-1240.
"Semiparametric regression analysis of interval-censored data with informative dropout." Biometrics 74, no. 4 (2018): 1213-1222.
"Semiparametric regression analysis of interval-censored competing risks data." Biometrics 73, no. 3 (2017): 857-865.
"Semiparametric inference on the penetrances of rare genetic mutations based on a case-family design." J Stat Plan Inference 143, no. 2 (2013): 368-377.
"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.
"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.
"Semiparametric inference for a 2-stage outcome-auxiliary-dependent sampling design with continuous outcome." Biostatistics 12, no. 3 (2011): 521-34.
"Semiparametric estimation of treatment effect with time-lagged response in the presence of informative censoring." Lifetime Data Anal 17, no. 4 (2011): 566-93.
"Semiparametric estimation of the accelerated failure time model with partly interval-censored data." Biometrics 73, no. 4 (2017): 1161-1168.
"Semiparametric estimation of structural failure time models in continuous-time processes." Biometrika 107, no. 1 (2020): 123-136.
"Semiparametric Bayesian local functional models for diffusion tensor tract statistics." Neuroimage 63, no. 1 (2012): 460-74.
"Semiparametric Bayes local additive models for longitudinal data." Stat Biosci 7, no. 1 (2015): 90-107.
"Semiparametric Additive Model for Estimating Risk Difference in Multicenter Studies." Biostat Epidemiol 2, no. 1 (2018): 84-98.
"Semiparametric additive marginal regression models for multiple type recurrent events." Lifetime Data Anal 18, no. 4 (2012): 504-27.
"Selection of the initial design for the two-stage continual reassessment method." J Biopharm Stat 27, no. 3 (2017): 495-506.
"Secondary outcome analysis for data from an outcome-dependent sampling design." Stat Med 37, no. 15 (2018): 2321-2337.
"Secondary analysis of case-control association studies: Insights on weighting-based inference motivate a new specification test." Stat Med 39, no. 22 (2020): 2869-2882.
"Seamless Phase IIa/IIb and enhanced dose-finding adaptive design." J Biopharm Stat 26, no. 5 (2016): 912-23.
" SCORE-Seq: Score tests for detecting disease associations with rare variants in sequencing studies (C).. 5.0 ed., 2013.
SCOPE: A Normalization and Copy-Number Estimation Method for Single-Cell DNA Sequencing." Cell Syst 10, no. 5 (2020): 445-452.e6.
"SAS Macro BSMED: Bayesian survival meta-experimental design using historical data." In Pharmaceutical Statistics Using SAS. Cary: SAS Institute Inc, 2016.
"Sample size/power calculation for stratified case-cohort design." Stat Med 33, no. 23 (2014): 3973-85.
"Sample size estimation in educational intervention trials with subgroup heterogeneity in only one arm." Stat Med 32, no. 12 (2013): 2140-54.
"Sample size determination in shared frailty models for multivariate time-to-event data." J Biopharm Stat 24, no. 4 (2014): 908-23.
"Sample size considerations of prediction-validation methods in high-dimensional data for survival outcomes." Genet Epidemiol 37, no. 3 (2013): 276-82.
"Sample size calculation for studies with grouped survival data." Stat Med 37, no. 27 (2018): 3904-3917.
"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.
"Sample size calculation for cluster randomization trials with a time-to-event endpoint." Stat Med 39, no. 25 (2020): 3608-3623.
"Sample size and power determination in joint modeling of longitudinal and survival data." Stat Med 30, no. 18 (2011): 2295-309.
" SAFE-clustering: Single-cell Aggregated (from Ensemble) clustering for single-cell RNA-seq data." Bioinformatics 35, no. 8 (2019): 1269-1277.
"ROC curve estimation under test-result-dependent sampling." Biostatistics 14, no. 1 (2013): 160-72.
"Robust test method for time-course microarray experiments." BMC Bioinformatics 11 (2010): 391.
"Robust Score Tests With Missing Data in Genomics Studies." J Am Stat Assoc 114, no. 528 (2019): 1778-1786.
"Robust regression for optimal individualized treatment rules." Stat Med 38, no. 11 (2019): 2059-2073.
"Robust Multicategory Support Vector Machines using Difference Convex Algorithm." Math Program 169, no. 1 (2018): 277-305.
" A robust method for estimating optimal treatment regimes." Biometrics 68, no. 4 (2012): 1010-8.
"Robust learning for optimal treatment decision with NP-dimensionality." Electron J Stat 10 (2016): 2894-2921.
"Robust kernel association testing (RobKAT)." Genet Epidemiol 44, no. 3 (2020): 272-282.
"Robust estimation of optimal dynamic treatment regimes for sequential treatment decisions." Biometrika 100, no. 3 (2013).
"RLT: Reinforcement learning trees (R).. 2.0 ed., 2015.
Risk calculators are useful but..." J Thorac Cardiovasc Surg 151, no. 3 (2016): 706-707.
"Reweighted estimators for additive hazard model with censoring indicators missing at random." Lifetime Data Anal 24, no. 2 (2018): 224-249.
"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.
"Response to reader reaction." Biometrics 71, no. 1 (2015): 267-273.
"Residual Weighted Learning for Estimating Individualized Treatment Rules." J Am Stat Assoc 112, no. 517 (2017): 169-187.
"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.
"Reporting and Guidelines in Propensity Score Analysis: A Systematic Review of Cancer and Cancer Surgical Studies." J Natl Cancer Inst 109, no. 8 (2017).
"On the relative efficiency of using summary statistics versus individual-level data in meta-analysis." Biometrika 97, no. 2 (2010): 321-332.
"Rejoinder to "A note on testing and estimation in marker-set association study using semiparametric quantile regression kernel machine"." Biometrics 74, no. 2 (2018): 767-768.
"Reinforcement Learning Trees." J Am Stat Assoc 110, no. 512 (2015): 1770-1784.
"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.