Publications
Interactive Q-learning for Quantiles." J Am Stat Assoc 112, no. 518 (2017): 638-649.
"Intergenerational response to the endocrine disruptor vinclozolin is influenced by maternal genotype and crossing scheme." Reprod Toxicol 78 (2018): 9-19.
"Interpretable Dynamic Treatment Regimes." J Am Stat Assoc 113, no. 524 (2018): 1541-1549.
"Interpretable treatment regimes., 2014.
Interquantile Shrinkage and Variable Selection in Quantile Regression." Comput Stat Data Anal 69 (2014): 208-219.
"Interquantile Shrinkage in Regression Models." J Comput Graph Stat 22, no. 4 (2013).
"Intrinsic Regression Models for Medial Representation of Subcortical Structures." J Am Stat Assoc 107, no. 497 (2012): 12-23.
"Inverse regression estimation for censored data." J Am Stat Assoc 106, no. 493 (2011): 178-190.
"iqLearn: Interactive Q-Learning in R." J Stat Softw 64, no. 1 (2015).
" IQ-Learning., 2012.
JAGUAR: Joint analysis of genotype and group-specific variability using a novel score test approach to map expression quantitative trait loci (eQTL) (R). 3.0.1 ed., 2016.
JMDesign: Statistical design for joint models of longitudinal and survival data (R).. v1.1 ed., 2012.
JMFit: A SAS Macro for Joint Models of Longitudinal and Survival Data." J Stat Softw 71, no. 3 (2016).
" Joint Analysis of Survival Time and Longitudinal Categorical Outcomes." Stat Biosci 7, no. 1 (2015): 19-47.
"Joint Estimation of Multiple Precision Matrices with Common Structures." J Mach Learn Res 16 (2015): 1035-1062.
"Joint Modeling of Longitudinal and Cure-survival Data." J Stat Theory Pract 7, no. 2 (2013): 324-344.
"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 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 survival time and longitudinal outcomes with flexible random effects." Lifetime Data Anal 24, no. 1 (2018): 126-152.
"Joint Models of Longitudinal Data and Recurrent Events with Informative Terminal Event." Stat Biosci 4, no. 2 (2012): 262-281.
"Joint skeleton estimation of multiple directed acyclic graphs for heterogeneous population." Biometrics 75, no. 1 (2019): 36-47.
"JOINT STRUCTURE SELECTION AND ESTIMATION IN THE TIME-VARYING COEFFICIENT COX MODEL." Stat Sin 26, no. 2 (2016): 547-567.
"jtGWAS: Efficient Jonckheere-Terpstra test statistics (R).. 1.0 ed., 2016.
A junction coverage compatibility score to quantify the reliability of transcript abundance estimates and annotation catalogs." Life Sci Alliance 2, no. 1 (2019).
"Kappa statistic for clustered dichotomous responses from physicians and patients." Stat Med 32, no. 21 (2013): 3700-19.
"K-Sample comparisons using propensity analysis." Biom J 61, no. 3 (2019): 698-713.
"Latent class model characterization of neighborhood socioeconomic status." Cancer Causes Control 27, no. 3 (2016): 445-52.
"Latent Supervised Learning." J Am Stat Assoc 108, no. 503 (2013).
" Learning Optimal Individualized Treatment Rules from Electronic Health Record Data." IEEE Int Conf Healthc Inform 2016 (2016): 65-71.
" LIBERTI: A SMART study in plastic surgery." Clin Trials 15, no. 3 (2018): 286-293.
"LINEAR HYPOTHESIS TESTING FOR HIGH DIMENSIONAL GENERALIZED LINEAR MODELS." Ann Stat 47, no. 5 (2019): 2671-2703.
"Linear or Nonlinear? Automatic Structure Discovery for Partially Linear Models." J Am Stat Assoc 106, no. 495 (2011): 1099-1112.
"LOCAL INDEPENDENCE FEATURE SCREENING FOR NONPARAMETRIC AND SEMIPARAMETRIC MODELS BY MARGINAL EMPIRICAL LIKELIHOOD." Ann Stat 44, no. 2 (2016): 515-539.
"Local Polynomial Regression for Symmetric Positive Definite Matrices." J R Stat Soc Series B Stat Methodol 74, no. 4 (2012): 697-719.
"Localized differences in caudate and hippocampal shape are associated with schizophrenia but not antipsychotic type." Psychiatry Res 211, no. 1 (2013): 1-10.
"logi: Logistic regression using forward selection (R).. 2.0 ed., 2013.
The Long Noncoding RNA Promotes Sarcoma Metastasis by Regulating RNA Splicing Pathways." Mol Cancer Res 18, no. 10 (2020): 1534-1544.
"Longitudinal dynamic functional regression." J R Stat Soc Ser C Appl Stat 69, no. 1 (2020): 25-46.
"A longitudinal functional analysis framework for analysis of white matter tract statistics." Inf Process Med Imaging 23 (2013): 220-31.
"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.
"Look before you leap: systematic evaluation of tree-based statistical methods in subgroup identification." J Biopharm Stat 29, no. 6 (2019): 1082-1102.
"Macros for missing data (SAS).., 2014.
Mapping eQTL by leveraging multiple tissues and DNA methylation." BMC Bioinformatics 18, no. 1 (2017): 455.
" Marginal additive hazards model for case-cohort studies with multiple disease outcomes: an application to the Atherosclerosis Risk in Communities (ARIC) study." Biostatistics 14, no. 1 (2013): 28-41.
"Marginal hazard regression for correlated failure time data with auxiliary covariates." Lifetime Data Anal 18, no. 1 (2012): 116-38.
"Marginal Structural Cox Models with Case-Cohort Sampling." Stat Sin 26, no. 2 (2016): 509-526.
"MASS: meta-analysis of score statistics for sequencing studies." Bioinformatics 29, no. 14 (2013): 1803-5.
"MASS: Meta-analysis of sequencing studies (C).. 5.0 ed., 2013.
A Massive Data Framework for M-Estimators with Cubic-Rate." J Am Stat Assoc 113, no. 524 (2018): 1698-1709.
"Maximin Projection Learning for Optimal Treatment Decision with Heterogeneous Individualized Treatment Effects." J R Stat Soc Series B Stat Methodol 80, no. 4 (2018): 681-702.
"Maximum likelihood estimation for semiparametric regression models with multivariate interval-censored data." Biometrika 104, no. 3 (2017): 505-525.
"Maximum likelihood estimation for semiparametric transformation models with interval-censored data." Biometrika 103, no. 2 (2016): 253-271.
"Maximum likelihood estimation for stochastic volatility in mean models with heavy-tailed distributions." Appl Stoch Models Bus Ind 33, no. 4 (2017): 394-408.
"Maximum likelihood estimation in generalized linear models with multiple covariates subject to detection limits." Stat Med 30, no. 20 (2011): 2551-61.
"mcc: Moment corrected correlation an approximation to exact association testing of two vectors (R).. 1.0 ed., 2014.
Medical records-based postmarketing safety evaluation of rare events with uncertain status." J Biopharm Stat 23, no. 1 (2013): 201-12.
"Medical records-based postmarketing safety evaluation of rare events with uncertain status." J Biopharm Stat 23, no. 4 (2013): 744-55.
"Meta-analysis for Discovering Rare-Variant Associations: Statistical Methods and Software Programs." Am J Hum Genet 97, no. 1 (2015): 35-53.
"Meta-analysis methods and models with applications in evaluation of cholesterol-lowering drugs." Stat Med 31, no. 28 (2012): 3597-616.
"Meta-analysis of gene-level associations for rare variants based on single-variant statistics." Am J Hum Genet 93, no. 2 (2013): 236-48.
"Meta-analysis of genome-wide association studies: no efficiency gain in using individual participant data." Genet Epidemiol 34, no. 1 (2010): 60-6.
"Meta-analysis of sequencing studies with heterogeneous genetic associations." Genet Epidemiol 38, no. 5 (2014): 389-401.
" Missing data in clinical studies: issues and methods." J Clin Oncol 30, no. 26 (2012): 3297-303.
"Missing data methods: A semiparametric perspective. In Handbook of Missing Data Methodology. Boca Raton: Chapman and Hall/CRC, 2014.
Mixed model analysis of censored longitudinal data with flexible random-effects density." Biostatistics 13, no. 1 (2012): 61-73.
"mmeta: An R Package for Multivariate Meta-Analysis." J Stat Softw 56, no. 11 (2014): 11.
"mmeta: Multivariate meta-analysis (R).. 2.2 ed., 2014.
On model selections for repeated measurement data in clinical studies." Stat Med 34, no. 10 (2015): 1621-33.
"A model-based conditional power assessment for decision making in randomized controlled trial studies." Stat Med 36, no. 30 (2017): 4765-4776.
"A Model-Free Machine Learning Method for Risk Classification and Survival Probability Prediction." Stat 3, no. 1 (2014): 337-350.
"Modeling Between-Study Heterogeneity for Improved Replicability in Gene Signature Selection and Clinical Prediction." J Am Stat Assoc 115, no. 531 (2020): 1125-1138.
"Modeling survival distribution as a function of time to treatment discontinuation: A dynamic treatment regime approach." Biometrics 74, no. 3 (2018): 900-909.
"Modelling and estimation for optimal treatment decision with interference." Stat (Int Stat Inst) 8, no. 1 (2019).
"Modelling recurrent events: a tutorial for analysis in epidemiology." Int J Epidemiol 44, no. 1 (2015): 324-33.
"modelObj: A model object framework for regression analysis (R).. 1.0 ed., 2015.
Module-based association analysis for omics data with network structure." PLoS One 10, no. 3 (2015): e0122309.
"Moment Adjusted Imputation for Multivariate Measurement Error Data with Applications to Logistic Regression." Comput Stat Data Anal 67 (2013): 15-24.
"A moment-adjusted imputation method for measurement error models." Biometrics 67, no. 4 (2011): 1461-70.
"MOMENT-BASED METHOD FOR RANDOM EFFECTS SELECTION IN LINEAR MIXED MODELS." Stat Sin 22, no. 4 (2012): 1539-1562.
"More efficient estimators for case-cohort studies." Biometrika 100, no. 3 (2013): 695-708.
"More insights into early brain development through statistical analyses of eigen-structural elements of diffusion tensor imaging using multivariate adaptive regression splines." Brain Struct Funct 219, no. 2 (2014): 551-69.
"MOST: Multivariate outcome score test (C).. 1.0 ed., 2013.
Multicategory angle-based large-margin classification." Biometrika 101, no. 3 (2014): 625-640.
"Multicategory reclassification statistics for assessing improvements in diagnostic accuracy." Biostatistics 14, no. 2 (2013): 382-94.
"Multi-Objective Markov Decision Processes for Data-Driven Decision Support." J Mach Learn Res 17 (2016).
"A multiple imputation method for sensitivity analyses of time-to-event data with possibly informative censoring." J Biopharm Stat 24, no. 2 (2014): 229-53.
"A multiple imputation strategy for sequential multiple assignment randomized trials." Stat Med 33, no. 24 (2014): 4202-14.
"Multiple kernel learning with random effects for predicting longitudinal outcomes and data integration." Biometrics 71, no. 4 (2015): 918-28.
"Multiple testing for gene sets from microarray experiments." BMC Bioinformatics 12 (2011): 209.
" Multiple testing of treatment-effect-modifying biomarkers in a randomized clinical trial with a survival endpoint." Stat Med 30, no. 13 (2011): 1502-18.
"Multiplicative rates model for recurrent events in case-cohort studies." Lifetime Data Anal 26, no. 1 (2020): 134-157.
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