Publications
Local Polynomial Regression for Symmetric Positive Definite Matrices." J R Stat Soc Series B Stat Methodol 74, no. 4 (2012): 697-719.
"LOCAL INDEPENDENCE FEATURE SCREENING FOR NONPARAMETRIC AND SEMIPARAMETRIC MODELS BY MARGINAL EMPIRICAL LIKELIHOOD." Ann Stat 44, no. 2 (2016): 515-539.
"Linear or Nonlinear? Automatic Structure Discovery for Partially Linear Models." J Am Stat Assoc 106, no. 495 (2011): 1099-1112.
"LINEAR HYPOTHESIS TESTING FOR HIGH DIMENSIONAL GENERALIZED LINEAR MODELS." Ann Stat 47, no. 5 (2019): 2671-2703.
"LIBERTI: A SMART study in plastic surgery." Clin Trials 15, no. 3 (2018): 286-293.
"Learning Optimal Individualized Treatment Rules from Electronic Health Record Data." IEEE Int Conf Healthc Inform 2016 (2016): 65-71.
"Latent Supervised Learning." J Am Stat Assoc 108, no. 503 (2013).
"Latent class model characterization of neighborhood socioeconomic status." Cancer Causes Control 27, no. 3 (2016): 445-52.
"K-Sample comparisons using propensity analysis." Biom J 61, no. 3 (2019): 698-713.
"Kappa statistic for clustered dichotomous responses from physicians and patients." Stat Med 32, no. 21 (2013): 3700-19.
"A junction coverage compatibility score to quantify the reliability of transcript abundance estimates and annotation catalogs." Life Sci Alliance 2, no. 1 (2019).
"JOINT STRUCTURE SELECTION AND ESTIMATION IN THE TIME-VARYING COEFFICIENT COX MODEL." Stat Sin 26, no. 2 (2016): 547-567.
"Joint skeleton estimation of multiple directed acyclic graphs for heterogeneous population." Biometrics 75, no. 1 (2019): 36-47.
"Joint Models of Longitudinal Data and Recurrent Events with Informative Terminal Event." Stat Biosci 4, no. 2 (2012): 262-281.
"Joint modeling of survival time and longitudinal outcomes with flexible random effects." Lifetime Data Anal 24, no. 1 (2018): 126-152.
"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.
"Joint modeling of longitudinal and survival data with missing and left-censored time-varying covariates." Stat Med 33, no. 26 (2014): 4560-76.
"Joint Modeling of Longitudinal and Cure-survival Data." J Stat Theory Pract 7, no. 2 (2013): 324-344.
"Joint Estimation of Multiple Precision Matrices with Common Structures." J Mach Learn Res 16 (2015): 1035-1062.
"Joint Analysis of Survival Time and Longitudinal Categorical Outcomes." Stat Biosci 7, no. 1 (2015): 19-47.
"JMFit: A SAS Macro for Joint Models of Longitudinal and Survival Data." J Stat Softw 71, no. 3 (2016).
"iqLearn: Interactive Q-Learning in R." J Stat Softw 64, no. 1 (2015).
"Inverse regression estimation for censored data." J Am Stat Assoc 106, no. 493 (2011): 178-190.
"Intrinsic Regression Models for Medial Representation of Subcortical Structures." J Am Stat Assoc 107, no. 497 (2012): 12-23.
"Interquantile Shrinkage in Regression Models." J Comput Graph Stat 22, no. 4 (2013).
"Interquantile Shrinkage and Variable Selection in Quantile Regression." Comput Stat Data Anal 69 (2014): 208-219.
"Interpretable Dynamic Treatment Regimes." J Am Stat Assoc 113, no. 524 (2018): 1541-1549.
"Intergenerational response to the endocrine disruptor vinclozolin is influenced by maternal genotype and crossing scheme." Reprod Toxicol 78 (2018): 9-19.
"Interactive Q-learning for Quantiles." J Am Stat Assoc 112, no. 518 (2017): 638-649.
"Interactive model building for -learning." Biometrika 101, no. 4 (2014): 831-847.
"THE INTERACTIVE DECISION COMMITTEE FOR CHEMICAL TOXICITY ANALYSIS." J Stat Res 46, no. 2 (2012): 157-186.
"Interaction Screening for Ultra-High Dimensional Data." J Am Stat Assoc 109, no. 507 (2014): 1285-1301.
"Integrative pipeline for profiling DNA copy number and inferring tumor phylogeny." Bioinformatics 34, no. 12 (2018): 2126-2128.
"Integrative gene set analysis of multi-platform data with sample heterogeneity." Bioinformatics 30, no. 11 (2014): 1501-7.
"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.
"Inflated Density Ratio and Its Variation and Generalization for Computing Marginal Likelihoods." J Korean Stat Soc 49, no. 1 (2020): 244-263.
"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.
"Inference on phenotype-specific effects of genes using multivariate kernel machine regression." Genet Epidemiol 42, no. 1 (2018): 64-79.
"Inference for optimal dynamic treatment regimes using an adaptive m-out-of-n bootstrap scheme." Biometrics 69, no. 3 (2013): 714-23.
"Inference about the expected performance of a data-driven dynamic treatment regime." Clin Trials 11, no. 4 (2014): 408-417.
"Independence screening for high dimensional nonlinear additive ODE models with applications to dynamic gene regulatory networks." Stat Med 37, no. 17 (2018): 2630-2644.
"Increase in speech recognition due to linguistic mismatch between target and masker speech: monolingual and simultaneous bilingual performance." J Speech Lang Hear Res 57, no. 3 (2014): 1089-97.
"Incorporating Patient Preferences into Estimation of Optimal Individualized Treatment Rules." Biometrics 74, no. 1 (2018): 18-26.
"Incorporating higher-order representative features improves prediction in network-based cancer prognosis analysis." BMC Med Genomics 4 (2011): 5.
"Incorporating Functional Information in Tests of Excess De Novo Mutational Load." Am J Hum Genet 97, no. 2 (2015): 272-83.
"Incorporating covariates in skewed functional data models." Biostatistics 16, no. 3 (2015): 413-26.
"Improving the efficiency of estimation in the additive hazards model for stratified case-cohort design with multiple diseases." Stat Med 35, no. 2 (2016): 282-93.
"Improving efficiency of parameter estimation in case-cohort studies with multivariate failure time data." Biometrics 73, no. 3 (2017): 1042-1052.
"Improved doubly robust estimation when data are monotonely coarsened, with application to longitudinal studies with dropout." Biometrics 67, no. 2 (2011): 536-45.
"Improved detection of epigenomic marks with mixed-effects hidden Markov models." Biometrics 75, no. 4 (2019): 1401-1413.
"Impact of sex and gonadal steroids on neonatal brain structure." Cereb Cortex 24, no. 10 (2014): 2721-31.
"Impact of Esophageal Motion on Dosimetry and Toxicity With Thoracic Radiation Therapy." Technol Cancer Res Treat 18 (2019): 1533033819849073.
"On the impact of covariate measurement error on spatial regression modelling." Environmetrics 25, no. 8 (2014): 560-570.
"Identifying optimal dosage regimes under safety constraints: An application to long term opioid treatment of chronic pain." Stat Med 37, no. 9 (2018): 1407-1418.
"Identifying individual risk rare variants using protein structure guided local tests (POINT)." PLoS Comput Biol 15, no. 2 (2019): e1006722.
"Identification of predictive pathways for non-hodgkin lymphoma prognosis." Cancer Inform 9 (2010): 281-92.
"I-Boost: an integrative boosting approach for predicting survival time with multiple genomics platforms." Genome Biol 20, no. 1 (2019): 52.
"Hypothesis testing for two-stage designs with over or under enrollment." Stat Med 34, no. 16 (2015): 2417-26.
"Hypothesis testing for band size detection of high-dimensional banded precision matrices." Biometrika 101, no. 2 (2014): 477-483.
"Hypothesis testing at the extremes: fast and robust association for high-throughput data." Biostatistics 16, no. 3 (2015): 611-25.
"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.
"A hybrid Bayesian hierarchical model combining cohort and case-control studies for meta-analysis of diagnostic tests: Accounting for partial verification bias." Stat Methods Med Res 25, no. 6 (2016): 3015-3037.
"High-Dimensional Inference for Personalized Treatment Decision." Electron J Stat 12, no. 1 (2018): 2074-2089.
"HIGH-DIMENSIONAL A-LEARNING FOR OPTIMAL DYNAMIC TREATMENT REGIMES." Ann Stat 46, no. 3 (2018): 925-957.
"Heavy-tailed prior distributions for sequence count data: removing the noise and preserving large differences." Bioinformatics 35, no. 12 (2019): 2084-2092.
"Hard or Soft Classification? Large-margin Unified Machines." J Am Stat Assoc 106, no. 493 (2011): 166-177.
"Greedy outcome weighted tree learning of optimal personalized treatment rules." Biometrics 73, no. 2 (2017): 391-400.
"Goodness-Of-Fit Test for Nonparametric Regression Models: Smoothing Spline ANOVA Models as Example." Comput Stat Data Anal 122 (2018): 135-155.
"A global sensitivity test for evaluating statistical hypotheses with nonidentifiable models." Biometrics 66, no. 2 (2010): 558-66.
"A global logrank test for adaptive treatment strategies based on observational studies." Stat Med 33, no. 5 (2014): 760-71.
"Global copy number profiling of cancer genomes." Bioinformatics 32, no. 6 (2016): 926-8.
"Genomewide Meta-Analysis Validates a Role for S1PR1 in Microtubule Targeting Agent-Induced Sensory Peripheral Neuropathy." Clin Pharmacol Ther 108, no. 3 (2020): 625-634.
"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.
""Genome-wide association study identifies five new schizophrenia loci." Nat Genet 43, no. 10 (2011): 969-76.
Genome analysis and pleiotropy assessment using causal networks with loss of function mutation and metabolomics." BMC Genomics 20, no. 1 (2019): 395.
"Genetic variation determines VEGF-A plasma levels in cancer patients." Sci Rep 8, no. 1 (2018): 16332.
"Genetic association analysis under complex survey sampling: the Hispanic Community Health Study/Study of Latinos." Am J Hum Genet 95, no. 6 (2014): 675-88.
"Genetic analyses of diverse populations improves discovery for complex traits." Nature 570, no. 7762 (2019): 514-518.
"Generation of a Transcriptional Radiation Exposure Signature in Human Blood Using Long-Read Nanopore Sequencing." Radiat Res 193, no. 2 (2020): 143-154.
"A general framework for studying genetic effects and gene-environment interactions with missing data." Biostatistics 11, no. 4 (2010): 583-98.
"A general framework for integrative analysis of incomplete multiomics data." Genet Epidemiol 44, no. 7 (2020): 646-664.
"A general framework for detecting disease associations with rare variants in sequencing studies." Am J Hum Genet 89, no. 3 (2011): 354-67.
"A general framework for association tests with multivariate traits in large-scale genomics studies." Genet Epidemiol 37, no. 8 (2013): 759-67.
"GENE-LEVEL PHARMACOGENETIC ANALYSIS ON SURVIVAL OUTCOMES USING GENE-TRAIT SIMILARITY REGRESSION." Ann Appl Stat 8, no. 2 (2014): 1232-1255.
"Gene set analysis methods: a systematic comparison." BioData Min 11 (2018): 8.
"Gene selection using iterative feature elimination random forests for survival outcomes." IEEE/ACM Trans Comput Biol Bioinform 9, no. 5 (2012): 1422-31.
"Functional-mixed effects models for candidate genetic mapping in imaging genetic studies." Genet Epidemiol 38, no. 8 (2014): 680-91.
"Functional Linear Regression Models for Nonignorable Missing Scalar Responses." Stat Sin 28, no. 4 (2018): 1867-1886.
"Functional feature construction for individualized treatment regimes." J Am Stat Assoc 113, no. 523 (2017): 1219-1227.
"FSR Methods for Second-Order Regression Models." Comput Stat Data Anal 55, no. 6 (2011): 2026-2037.
"FSEM: Functional Structural Equation Models for Twin Functional Data." J Am Stat Assoc 114, no. 525 (2019): 344-357.
"A framework for understanding cancer comparative effectiveness research data needs." J Clin Epidemiol 65, no. 11 (2012): 1150-8.
"A framework for transcriptome-wide association studies in breast cancer in diverse study populations." Genome Biol 21, no. 1 (2020): 42.
"FMEM: functional mixed effects modeling for the analysis of longitudinal white matter Tract data." Neuroimage 84 (2014): 753-64.
"Flexible stopping boundaries when changing primary endpoints after unblinded interim analyses." J Biopharm Stat 24, no. 4 (2014): 817-33.
"Flexible longitudinal linear mixed models for multiple censored responses data." Stat Med 38, no. 6 (2019): 1074-1102.
"FLCRM: Functional linear cox regression model." Biometrics 74, no. 1 (2018): 109-117.
"Fixed and random effects selection in mixed effects models." Biometrics 67, no. 2 (2011): 495-503.
"Fitting Nonlinear Ordinary Differential Equation Models with Random Effects and Unknown Initial Conditions Using the Stochastic Approximation Expectation-Maximization (SAEM) Algorithm." Psychometrika 81, no. 1 (2016): 102-34.
"Fitting Cox Models with Doubly Censored Data Using Spline-Based Sieve Marginal Likelihood." Scand Stat Theory Appl 43, no. 2 (2016): 476-486.
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