Publications
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On Varying-coefficient Independence Screening for High-dimensional Varying-coefficient Models." Stat Sin 24, no. 4 (2014): 1735-1752.
"A varying-coefficient generalized odds rate model with time-varying exposure: An application to fitness and cardiovascular disease mortality." Biometrics 75, no. 3 (2019): 853-863.
"A varying-coefficient generalized odds rate model with time-varying exposure: An application to fitness and cardiovascular disease mortality." Biometrics 75, no. 3 (2019): 853-863.
"VARYING COEFFICIENT MODEL FOR MODELING DIFFUSION TENSORS ALONG WHITE MATTER TRACTS." Ann Appl Stat 7, no. 1 (2013): 102-125.
"On variance estimate for covariate adjustment by propensity score analysis." Stat Med 35, no. 20 (2016): 3537-48.
"On variance estimate for covariate adjustment by propensity score analysis." Stat Med 35, no. 20 (2016): 3537-48.
"On variance estimate for covariate adjustment by propensity score analysis." Stat Med 35, no. 20 (2016): 3537-48.
"Variable Selection for Support Vector Machines in Moderately High Dimensions." J R Stat Soc Series B Stat Methodol 78, no. 1 (2016): 53-76.
"Variable selection for optimal treatment decision." Stat Methods Med Res 22, no. 5 (2013): 493-504.
"Variable selection for optimal treatment decision." Stat Methods Med Res 22, no. 5 (2013): 493-504.
"Variable Selection for Nonparametric Quantile Regression via Smoothing Spline AN OVA." Stat 2, no. 1 (2013): 255-268.
"Variable Selection for Nonparametric Quantile Regression via Smoothing Spline AN OVA." Stat 2, no. 1 (2013): 255-268.
"Variable selection for covariate-adjusted semiparametric inference in randomized clinical trials." Stat Med 31, no. 29 (2012): 3789-804.
"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.
"Using Structural Equation Modeling to Assess the Links between Tobacco Smoke Exposure, Volatile Organic Compounds, and Respiratory Function for Adolescents Aged 6 to 18 in the United States." Int J Environ Res Public Health 14, no. 10 (2017).
"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.
"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.
"Using decision lists to construct interpretable and parsimonious treatment regimes." Biometrics 71, no. 4 (2015): 895-904.
"Unified Analysis of Secondary Traits in Case-Control Association Studies." J Am Stat Assoc 108, no. 502 (2013).
"UNC-Utah NA-MIC framework for DTI fiber tract analysis." Front Neuroinform 7 (2014): 51.
"Two-Dimensional Solution Surface for Weighted Support Vector Machines." J Comput Graph Stat 23, no. 2 (2014): 383-402.
"TwinMARM: two-stage multiscale adaptive regression methods for twin neuroimaging data." IEEE Trans Med Imaging 31, no. 5 (2012): 1100-12.
"Tree-based methods for individualized treatment regimes." Biometrika 102, no. 3 (2015): 501-514.
"Tree based weighted learning for estimating individualized treatment rules with censored data." Electron J Stat 11, no. 2 (2017): 3927-3953.
"Translational studies of phenotypic probes for the mononuclear phagocyte system and liposomal pharmacology." J Pharmacol Exp Ther 347, no. 3 (2013): 599-606.
"Translational studies of phenotypic probes for the mononuclear phagocyte system and liposomal pharmacology." J Pharmacol Exp Ther 347, no. 3 (2013): 599-606.
"Time-varying latent effect model for longitudinal data with informative observation times." Biometrics 68, no. 4 (2012): 1093-102.
"Time-dependent classification accuracy curve under marker-dependent sampling." Biom J 58, no. 4 (2016): 974-92.
"Time course and prognostic value of serum GFAP, pNFH, and S100β concentrations in dogs with complete spinal cord injury because of intervertebral disc extrusion." J Vet Intern Med 33, no. 2 (2019): 726-734.
"Tensor Regression with Applications in Neuroimaging Data Analysis." J Am Stat Assoc 108, no. 502 (2013): 540-552.
"Tensor Regression with Applications in Neuroimaging Data Analysis." J Am Stat Assoc 108, no. 502 (2013): 540-552.
"TEAM: efficient two-locus epistasis tests in human genome-wide association study." Bioinformatics 26, no. 12 (2010): i217-27.
"TEAM: efficient two-locus epistasis tests in human genome-wide association study." Bioinformatics 26, no. 12 (2010): i217-27.
"Targeted Local Support Vector Machine for Age-Dependent Classification." J Am Stat Assoc 109, no. 507 (2014): 1174-1187.
"SurvLong: Analysis of proportional hazards model with sparse longitudinal covariates (R).. 1.0 ed., 2015.
Surface Estimation, Variable Selection, and the Nonparametric Oracle Property." Stat Sin 21, no. 2 (2011): 679-705.
"Support Vector Hazards Machine: A Counting Process Framework for Learning Risk Scores for Censored Outcomes." J Mach Learn Res 17 (2016).
"Superiority of combining two independent trials in interim futility analysis." Stat Methods Med Res 29, no. 2 (2020): 522-540.
" 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.
"Statistical inferences for data from studies conducted with an aggregated multivariate outcome-dependent sample design." Stat Med 36, no. 6 (2017): 985-997.
"Statistical inference for the additive hazards model under outcome-dependent sampling." Can J Stat 43, no. 3 (2015): 436-453.
"Statistical design of noninferiority multiple region clinical trials to assess global and consistent treatment effects." J Biopharm Stat 27, no. 6 (2017): 933-944.
"Statistical design of noninferiority multiple region clinical trials to assess global and consistent treatment effects." J Biopharm Stat 27, no. 6 (2017): 933-944.
"Statistical considerations in biosimilar assessment using biosimilarity index." J Bioequivalence Bioavailab 5, no. 5 (2013): 209-214.
"SR-HARDI: Spatially Regularizing High Angular Resolution Diffusion Imaging." J Comput Graph Stat 25, no. 4 (2016): 1195-1211.
"SPReM: Sparse Projection Regression Model For High-dimensional Linear Regression." J Am Stat Assoc 110, no. 509 (2015): 289-302.
"Spatially Weighted Principal Component Analysis for Imaging Classification." J Comput Graph Stat 24, no. 1 (2015): 274-296.
"On Sparse representation for Optimal Individualized Treatment Selection with Penalized Outcome Weighted Learning." Stat 4, no. 1 (2015): 59-68.
"On Sparse representation for Optimal Individualized Treatment Selection with Penalized Outcome Weighted Learning." Stat 4, no. 1 (2015): 59-68.
"Sparse meta-analysis with high-dimensional data." Biostatistics 17, no. 2 (2016): 205-20.
"Sparse and Efficient Estimation for Partial Spline Models with Increasing Dimension." Ann Inst Stat Math 67, no. 1 (2015): 93-127.
" SMAC: Spatial multi-category angle-based classifier for high-dimensional neuroimaging data." Neuroimage 175 (2018): 230-245.
"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.
"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.
"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.
"Sex differences in grey matter atrophy patterns among AD and aMCI patients: results from ADNI." Neuroimage 56, no. 3 (2011): 890-906.
"Sequential multiple assignment randomization trials with enrichment design." Biometrics 73, no. 2 (2017): 378-390.
"Sensitivity analysis for missing outcomes in time-to-event data with covariate adjustment." J Biopharm Stat 26, no. 2 (2016): 269-79.
"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 Single-Index Model for Estimating Optimal Individualized Treatment Strategy." Electron J Stat 11, no. 1 (2017): 364-384.
"SEMIPARAMETRIC ROC ANALYSIS USING ACCELERATED REGRESSION MODELS." Stat Sin 23 (2013): 829-851.
"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 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 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 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 the accelerated failure time model with partly interval-censored data." Biometrics 73, no. 4 (2017): 1161-1168.
"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.
"Secondary outcome analysis for data from an outcome-dependent sampling design." Stat Med 37, no. 15 (2018): 2321-2337.
" 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.
"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 estimation of optimal dynamic treatment regimes for sequential treatment decisions." Biometrika 100, no. 3 (2013).
"RLT: Reinforcement learning trees (R).. 2.0 ed., 2015.
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.
"On the relative efficiency of using summary statistics versus individual-level data in meta-analysis." Biometrika 97, no. 2 (2010): 321-332.
"Reinforcement Learning Trees." J Am Stat Assoc 110, no. 512 (2015): 1770-1784.
"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.
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.
Reinforcement learning strategies for clinical trials in nonsmall cell lung cancer." Biometrics 67, no. 4 (2011): 1422-33.
"Reinforcement learning strategies for clinical trials in nonsmall cell lung cancer." Biometrics 67, no. 4 (2011): 1422-33.
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