Publications
Modeling Between-Study Heterogeneity for Improved Replicability in Gene Signature Selection and Clinical Prediction." J Am Stat Assoc 115, no. 531 (2020): 1125-1138.
"Multiplicative rates model for recurrent events in case-cohort studies." Lifetime Data Anal 26, no. 1 (2020): 134-157.
"Modelling and estimation for optimal treatment decision with interference." Stat (Int Stat Inst) 8, no. 1 (2019).
"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.
"Modeling survival distribution as a function of time to treatment discontinuation: A dynamic treatment regime approach." Biometrics 74, no. 3 (2018): 900-909.
"Multisensory Logic of Infant-Directed Aggression by Males." Cell 175, no. 7 (2018): 1827-1841.e17.
"Mapping eQTL by leveraging multiple tissues and DNA methylation." BMC Bioinformatics 18, no. 1 (2017): 455.
"Maximum likelihood estimation for semiparametric regression models with multivariate interval-censored data." Biometrika 104, no. 3 (2017): 505-525.
"Maximum likelihood estimation for stochastic volatility in mean models with heavy-tailed distributions." Appl Stoch Models Bus Ind 33, no. 4 (2017): 394-408.
"A model-based conditional power assessment for decision making in randomized controlled trial studies." Stat Med 36, no. 30 (2017): 4765-4776.
"Marginal Structural Cox Models with Case-Cohort Sampling." Stat Sin 26, no. 2 (2016): 509-526.
"Maximum likelihood estimation for semiparametric transformation models with interval-censored data." Biometrika 103, no. 2 (2016): 253-271.
" Multi-Objective Markov Decision Processes for Data-Driven Decision Support." J Mach Learn Res 17 (2016).
" A Multi-state Model for Designing Clinical Trials for Testing Overall Survival Allowing for Crossover after Progression." Stat Biopharm Res 8, no. 1 (2016): 12-21.
"Meta-analysis for Discovering Rare-Variant Associations: Statistical Methods and Software Programs." Am J Hum Genet 97, no. 1 (2015): 35-53.
"On model selections for repeated measurement data in clinical studies." Stat Med 34, no. 10 (2015): 1621-33.
"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.
"Multiple kernel learning with random effects for predicting longitudinal outcomes and data integration." Biometrics 71, no. 4 (2015): 918-28.
" Multitrial Evaluation of Progression-Free Survival as a Surrogate End Point for Overall Survival in First-Line Extensive-Stage Small-Cell Lung Cancer." J Thorac Oncol 10, no. 7 (2015): 1099-106.
"Macros for missing data (SAS).., 2014.
mcc: Moment corrected correlation an approximation to exact association testing of two vectors (R).. 1.0 ed., 2014.
Meta-analysis of sequencing studies with heterogeneous genetic associations." Genet Epidemiol 38, no. 5 (2014): 389-401.
" Missing data methods: A semiparametric perspective. In Handbook of Missing Data Methodology. Boca Raton: Chapman and Hall/CRC, 2014.
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.
A Model-Free Machine Learning Method for Risk Classification and Survival Probability Prediction." Stat 3, no. 1 (2014): 337-350.
"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.
"Multicategory angle-based large-margin classification." Biometrika 101, no. 3 (2014): 625-640.
"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.
"Multivariate longitudinal shape analysis of human lateral ventricles during the first twenty-four months of life." PLoS One 9, no. 9 (2014): e108306.
"Multivariate recurrent events in the presence of multivariate informative censoring with applications to bleeding and transfusion events in myelodysplastic syndrome." J Biopharm Stat 24, no. 2 (2014): 429-42.
"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.
"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.
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 of gene-level associations for rare variants based on single-variant statistics." Am J Hum Genet 93, no. 2 (2013): 236-48.
"Moment Adjusted Imputation for Multivariate Measurement Error Data with Applications to Logistic Regression." Comput Stat Data Anal 67 (2013): 15-24.
"More efficient estimators for case-cohort studies." Biometrika 100, no. 3 (2013): 695-708.
"MOST: Multivariate outcome score test (C).. 1.0 ed., 2013.
Multicategory reclassification statistics for assessing improvements in diagnostic accuracy." Biostatistics 14, no. 2 (2013): 382-94.
"Multiscale adaptive generalized estimating equations for longitudinal neuroimaging data." Neuroimage 72 (2013): 91-105.
"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.
"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.
"Multiple testing of treatment-effect-modifying biomarkers in a randomized clinical trial with a survival endpoint." Stat Med 30, no. 13 (2011): 1502-18.
"Multiscale Adaptive Regression Models for Neuroimaging Data." J R Stat Soc Series B Stat Methodol 73, no. 4 (2011): 559-578.
"Meta-analysis of genome-wide association studies: no efficiency gain in using individual participant data." Genet Epidemiol 34, no. 1 (2010): 60-6.
"Multivariate network-level approach to detect interactions between large-scale functional systems." Med Image Comput Comput Assist Interv 13, no. Pt 2 (2010): 298-305.
"Multivariate varying coefficient models for DTI tract statistics." Med Image Comput Comput Assist Interv 13, no. Pt 1 (2010): 690-7.
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