Publications
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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 the substructure controls in rare variant analysis: Principal components or variance components?" Genet Epidemiol 42, no. 3 (2018): 276-287.
"FSEM: Functional Structural Equation Models for Twin Functional Data." J Am Stat Assoc 114, no. 525 (2019): 344-357.
"Receiver operating characteristic curves and confidence bands for support vector machines." Biometrics 77, no. 4 (2021): 1422-1430.
"Estimating Dynamic Treatment Regimes in Mobile Health Using V-learning." J Am Stat Assoc 115, no. 530 (2020): 692-706.
"Bayesian longitudinal low-rank regression models for imaging genetic data from longitudinal studies." Neuroimage 149 (2017): 305-322.
"OTRselect: Variable selection for optimal treatment decision (R).. 1.0 ed. CRAN Repository, 2016.
Statistical inferences for data from studies conducted with an aggregated multivariate outcome-dependent sample design." Stat Med 36, no. 6 (2017): 985-997.
"Semiparametric estimation of treatment effect with time-lagged response in the presence of informative censoring." Lifetime Data Anal 17, no. 4 (2011): 566-93.
"Variable selection for optimal treatment decision." Stat Methods Med Res 22, no. 5 (2013): 493-504.
"Tximeta: Reference sequence checksums for provenance identification in RNA-seq." PLoS Comput Biol 16, no. 2 (2020): e1007664.
"Swimming downstream: statistical analysis of differential transcript usage following Salmon quantification." F1000Res 7 (2018): 952.
"Multi-Objective Markov Decision Processes for Data-Driven Decision Support." J Mach Learn Res 17 (2016).
"Look before you leap: systematic evaluation of tree-based statistical methods in subgroup identification." J Biopharm Stat 29, no. 6 (2019): 1082-1102.
"Hard or Soft Classification? Large-margin Unified Machines." J Am Stat Assoc 106, no. 493 (2011): 166-177.
"SMAC: Spatial multi-category angle-based classifier for high-dimensional neuroimaging data." Neuroimage 175 (2018): 230-245.
"Joint skeleton estimation of multiple directed acyclic graphs for heterogeneous population." Biometrics 75, no. 1 (2019): 36-47.
"Marginal hazard regression for correlated failure time data with auxiliary covariates." Lifetime Data Anal 18, no. 1 (2012): 116-38.
"Augmented outcome-weighted learning for estimating optimal dynamic treatment regimens." Stat Med 37, no. 26 (2018): 3776-3788.
" Principal Components Adjusted Variable Screening." Comput Stat Data Anal 110 (2017): 134-144.
"A unification of models for meta-analysis of diagnostic accuracy studies without a gold standard." Biometrics 71, no. 2 (2015): 538-47.
"Utility-based Weighted Multicategory Robust Support Vector Machines." Stat Interface 3, no. 4 (2010): 465-476.
"A Comparison of Monte Carlo Methods for Computing Marginal Likelihoods of Item Response Theory Models." J Korean Stat Soc 48, no. 4 (2019): 503-512.
"DTRlearn: Learning Algorithms for Dynamic Treatment Regimes (R). 1.3 ed., 2018.
Sequential multiple assignment randomization trials with enrichment design." Biometrics 73, no. 2 (2017): 378-390.
"Accelerated intensity frailty model for recurrent events data." Biometrics 70, no. 3 (2014): 579-87.
"Association analysis using somatic mutations." PLoS Genet 14, no. 11 (2018): e1007746.
"Estimating personalized diagnostic rules depending on individualized characteristics." Stat Med 36, no. 7 (2017): 1099-1117.
"Associating somatic mutations to clinical outcomes: a pan-cancer study of survival time." Genome Med 11, no. 1 (2019): 37.
"IQ-Learning., 2012.
Estimation of dynamic treatment regimes for complex outcomes: Balancing benefits and risks." In Adaptive Treatment Strategies in Practice: Planning Trials and Analyzing Data for Personalized Medicine, 249-262. Philadelphia: ASA-SIAM, 2016.
" iqLearn: Interactive Q-Learning in R." J Stat Softw 64, no. 1 (2015).
"Interactive Q-learning for Quantiles." J Am Stat Assoc 112, no. 518 (2017): 638-649.
"DOVE: Durability of Vaccine Efficacy. v1.2 ed., 2021.
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.
" Variable Selection for Nonparametric Quantile Regression via Smoothing Spline AN OVA." Stat 2, no. 1 (2013): 255-268.
"A general framework for integrative analysis of incomplete multiomics data." Genet Epidemiol 44, no. 7 (2020): 646-664.
" fastJT: Efficient Jonckheere-Terpstra Test Statistics for Robust Machine Learning and Genome-Wide Association Studies (R). 1.0.4 ed., 2017.
SCORE-Seq: Score tests for detecting disease associations with rare variants in sequencing studies (C).. 5.0 ed., 2013.
A general framework for detecting disease associations with rare variants in sequencing studies." Am J Hum Genet 89, no. 3 (2011): 354-67.
"bcSeq: an R package for fast sequence mapping in high-throughput shRNA and CRISPR screens." Bioinformatics 34, no. 20 (2018): 3581-3583.
"Nonparametric estimation of the mean function for recurrent event data with missing event category." Biometrika 100, no. 3 (2013).
"A simple and accurate method to determine genomewide significance for association tests in sequencing studies." Genet Epidemiol 43, no. 4 (2019): 365-372.
"jtGWAS: Efficient Jonckheere-Terpstra test statistics (R).. 1.0 ed., 2016.
fastJT: An R package for robust and efficient feature selection for machine learning and genome-wide association studies." BMC Bioinformatics 20, no. 1 (2019): 333.
"Functional-mixed effects models for candidate genetic mapping in imaging genetic studies." Genet Epidemiol 38, no. 8 (2014): 680-91.
" intcensROC: Fast Spline Function Based Constrained Maximum Likelihood Estimator for AUC Estimation of Interval Censored Survival Data (R). 0.1.1 ed., 2018.
On the relative efficiency of using summary statistics versus individual-level data in meta-analysis." Biometrika 97, no. 2 (2010): 321-332.
" Meta-analysis of genome-wide association studies: no efficiency gain in using individual participant data." Genet Epidemiol 34, no. 1 (2010): 60-6.
"Quantitative trait analysis in sequencing studies under trait-dependent sampling." Proc Natl Acad Sci U S A 110, no. 30 (2013): 12247-52.
"Discussion of the Paper by R. L. Prentice and Y. Huang - Optimal Designs and Efficient Inference for Biomarker Studies." Stat Theory Relat Fields 2, no. 1 (2018): 21-22.
"groupedSurv: Efficient Estimation of Grouped Survival Models Using the Exact Likelihood Function (R). 1.0.0 ed., 2018.
Sparse concordance-assisted learning for optimal treatment decision." J Mach Learn Res 18 (2018).
"SEMIPARAMETRIC REGRESSION ANALYSIS OF REPEATED CURRENT STATUS DATA." Stat Sin 27, no. 3 (2017): 1079-1100.
"Deep advantage learning for optimal dynamic treatment regime." Stat Theory Relat Fields 2, no. 1 (2018): 80-88.
"TwinMARM: two-stage multiscale adaptive regression methods for twin neuroimaging data." IEEE Trans Med Imaging 31, no. 5 (2012): 1100-12.
"Sample size calculation for cluster randomization trials with a time-to-event endpoint." Stat Med 39, no. 25 (2020): 3608-3623.
"Bayesian inference for network meta-regression using multivariate random effects with applications to cholesterol lowering drugs." Biostatistics 20, no. 3 (2019): 499-516.
"Fitting Cox Models with Doubly Censored Data Using Spline-Based Sieve Marginal Likelihood." Scand Stat Theory Appl 43, no. 2 (2016): 476-486.
" Multiscale Adaptive Regression Models for Neuroimaging Data." J R Stat Soc Series B Stat Methodol 73, no. 4 (2011): 559-578.
"Nucleotide excision repair capacity increases during differentiation of human embryonic carcinoma cells into neurons and muscle cells." J Biol Chem 294, no. 15 (2019): 5914-5922.
"Weighted Area Under the Receiver Operating Characteristic Curve and Its Application to Gene Selection." J R Stat Soc Ser C Appl Stat 59, no. 4 (2010): 673-692.
"Comparison of adaptive treatment strategies based on longitudinal outcomes in sequential multiple assignment randomized trials." Stat Med 36, no. 3 (2017): 403-415.
"A regression approach to ROC surface, with applications to Alzheimer's disease." Sci China Math 55, no. 8 (2012): 1583-1595.
"Incorporating covariates in skewed functional data models." Biostatistics 16, no. 3 (2015): 413-26.
"Weighted area under the receiver operating characteristic curve and its application to gene selection." Journal of the Royal Statistical Society: Series C (Applied Statistics) (2010).
"Functional Linear Regression Models for Nonignorable Missing Scalar Responses." Stat Sin 28, no. 4 (2018): 1867-1886.
"Assessing the dependence of sensitivity and specificity on prevalence in meta-analysis." Biostatistics 12, no. 4 (2011): 710-22.
"Continual reassessment method with regularization in phase I clinical trials." J Biopharm Stat 30, no. 6 (2020): 964-978.
"cSFM: Covariate-adjusted skewed functional model (R).. 1.1 ed., 2014.
Sample size calculation for studies with grouped survival data." Stat Med 37, no. 27 (2018): 3904-3917.
"Multicategory reclassification statistics for assessing improvements in diagnostic accuracy." Biostatistics 14, no. 2 (2013): 382-94.
"Efficient estimation of grouped survival models." BMC Bioinformatics 20, no. 1 (2019): 269.
"Bayesian Design of Non-Inferiority Clinical Trials via the Bayes Factor." Stat Biosci 10, no. 2 (2018): 439-459.
"A global logrank test for adaptive treatment strategies based on observational studies." Stat Med 33, no. 5 (2014): 760-71.
"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.
"Multiscale adaptive generalized estimating equations for longitudinal neuroimaging data." Neuroimage 72 (2013): 91-105.
"Galax (C++)., 2016.
Estimating Bayesian Phylogenetic Information Content." Syst Biol 65, no. 6 (2016): 1009-1023.
" Joint Estimation of Multiple Precision Matrices with Common Structures." J Mach Learn Res 16 (2015): 1035-1062.
"Combining an evolution-guided clustering algorithm and haplotype-based LRT in family association studies." BMC Genet 12 (2011): 48.
"Marginal Structural Cox Models with Case-Cohort Sampling." Stat Sin 26, no. 2 (2016): 509-526.
"BFLCRM: A BAYESIAN FUNCTIONAL LINEAR COX REGRESSION MODEL FOR PREDICTING TIME TO CONVERSION TO ALZHEIMER'S DISEASE." Ann Appl Stat 9, no. 4 (2015): 2153-2178.
"Bayesian analysis of stochastic volatility-in-mean model with leverage and asymmetrically heavy-tailed error using generalized hyperbolic skew Student's t-distribution." Stat Interface 10 (2017): 529-541.
"Discussion of Laber et al. "Optimal treatment allocations in space and time for on-line control of an emerging infectious disease"." J R Stat Soc Ser C Appl Stat 67, no. 4 (2018): 779-780.
"Flexible longitudinal linear mixed models for multiple censored responses data." Stat Med 38, no. 6 (2019): 1074-1102.
"Quantile regression for censored mixed-effects models with applications to HIV studies." Stat Interface 8, no. 2 (2015): 203-215.
"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.
"Dynamic treatment regimes, past, present, and future: A conversation with experts." Stat Methods Med Res 26, no. 4 (2017): 1605-1610.
"Interactive model building for -learning." Biometrika 101, no. 4 (2014): 831-847.
"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.
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