Publications
Accelerated failure time model for data from outcome-dependent sampling." Lifetime Data Anal 27, no. 1 (2021): 15-37.
"Precision Medicine Approach to Develop and Internally Validate Optimal Exercise and Weight-Loss Treatments for Overweight and Obese Adults With Knee Osteoarthritis: Data From a Single-Center Randomized Trial." Arthritis Care Res (Hoboken) 73, no. 5 (2021): 693-701.
"Precision Medicine Approach to Develop and Internally Validate Optimal Exercise and Weight-Loss Treatments for Overweight and Obese Adults With Knee Osteoarthritis: Data From a Single-Center Randomized Trial." Arthritis Care Res (Hoboken) 73, no. 5 (2021): 693-701.
"A Bayesian multi-risks survival (MRS) model in the presence of double censorings." Biometrics 76, no. 4 (2020): 1297-1309.
"Biclustering via sparse clustering." Biometrics 76, no. 1 (2020): 348-358.
"Development and Validation of a Natural Language Processing Tool to Generate the CONSORT Reporting Checklist for Randomized Clinical Trials." JAMA Netw Open 3, no. 10 (2020): e2014661.
"Development and Validation of a Natural Language Processing Tool to Generate the CONSORT Reporting Checklist for Randomized Clinical Trials." JAMA Netw Open 3, no. 10 (2020): e2014661.
"dtrSurv: Dynamic Treatment Regimes for Survival Analysis (R). 1.1 ed., 2020.
Estimation of treatment effects and model diagnostics with two-way time-varying treatment switching: an application to a head and neck study." Lifetime Data Anal 26, no. 4 (2020): 685-707.
"Estimation of treatment effects and model diagnostics with two-way time-varying treatment switching: an application to a head and neck study." Lifetime Data Anal 26, no. 4 (2020): 685-707.
"Estimation of treatment effects and model diagnostics with two-way time-varying treatment switching: an application to a head and neck study." Lifetime Data Anal 26, no. 4 (2020): 685-707.
"A general framework for integrative analysis of incomplete multiomics data." Genet Epidemiol 44, no. 7 (2020): 646-664.
"Generation of a Transcriptional Radiation Exposure Signature in Human Blood Using Long-Read Nanopore Sequencing." Radiat Res 193, no. 2 (2020): 143-154.
"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.
"Inflated Density Ratio and Its Variation and Generalization for Computing Marginal Likelihoods." J Korean Stat Soc 49, no. 1 (2020): 244-263.
"The Long Noncoding RNA Promotes Sarcoma Metastasis by Regulating RNA Splicing Pathways." Mol Cancer Res 18, no. 10 (2020): 1534-1544.
"Multiplicative rates model for recurrent events in case-cohort studies." Lifetime Data Anal 26, no. 1 (2020): 134-157.
"Network meta-regression for ordinal outcomes: Applications in comparing Crohn's disease treatments." Stat Med (2020).
"Network meta-regression for ordinal outcomes: Applications in comparing Crohn's disease treatments." Stat Med (2020).
"Predicting risk of chemotherapy-induced severe neutropenia: A pooled analysis in individual patients data with advanced lung cancer." Lung Cancer 141 (2020): 14-20.
"Predicting risk of chemotherapy-induced severe neutropenia: A pooled analysis in individual patients data with advanced lung cancer." Lung Cancer 141 (2020): 14-20.
"Purity Independent Subtyping of Tumors (PurIST), A Clinically Robust, Single-sample Classifier for Tumor Subtyping in Pancreatic Cancer." Clin Cancer Res 26, no. 1 (2020): 82-92.
"Semiparametric estimation of structural failure time models in continuous-time processes." Biometrika 107, no. 1 (2020): 123-136.
"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.
"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.
"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.
"Superiority of combining two independent trials in interim futility analysis." Stat Methods Med Res 29, no. 2 (2020): 522-540.
"Assessing Combinability of Phylogenomic Data Using Bayes Factors." Syst Biol 68, no. 5 (2019): 744-754.
"Bayesian inference for network meta-regression using multivariate random effects with applications to cholesterol lowering drugs." Biostatistics 20, no. 3 (2019): 499-516.
"Bayesian multivariate skew meta-regression models for individual patient data." Stat Methods Med Res 28, no. 10-11 (2019): 3415-3436.
"Bayesian Variable Selection for Pareto Regression Models with Latent Multivariate Log Gamma Process with Applications to Earthquake Magnitudes." Geosciences (Basel) 9, no. 4 (2019).
"Clinical prognostic model for older patients with advanced non-small cell lung cancer." J Geriatr Oncol 10, no. 4 (2019): 555-559.
"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.
"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.
"Creating an mHealth App for Colorectal Cancer Screening: User-Centered Design Approach." JMIR Hum Factors 6, no. 2 (2019): e12700.
"Efficient estimation of grouped survival models." BMC Bioinformatics 20, no. 1 (2019): 269.
"Enriched biomarker-driven clinical trials. In Wiley StatsRef: Statistics Reference Online. Wiley, 2019.
Estimating the subgroup and testing for treatment effect in a post-hoc analysis of a clinical trial with a biomarker." J Biopharm Stat 29, no. 4 (2019): 685-695.
"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.
"Flexible longitudinal linear mixed models for multiple censored responses data." Stat Med 38, no. 6 (2019): 1074-1102.
"Flexible longitudinal linear mixed models for multiple censored responses data." Stat Med 38, no. 6 (2019): 1074-1102.
"Genetic analyses of diverse populations improves discovery for complex traits." Nature 570, no. 7762 (2019): 514-518.
"Genetic analyses of diverse populations improves discovery for complex traits." Nature 570, no. 7762 (2019): 514-518.
"Genetic analyses of diverse populations improves discovery for complex traits." Nature 570, no. 7762 (2019): 514-518.
"Genetic analyses of diverse populations improves discovery for complex traits." Nature 570, no. 7762 (2019): 514-518.
"Genetic analyses of diverse populations improves discovery for complex traits." Nature 570, no. 7762 (2019): 514-518.
"Genetic analyses of diverse populations improves discovery for complex traits." Nature 570, no. 7762 (2019): 514-518.
" Identifying individual risk rare variants using protein structure guided local tests (POINT)." PLoS Comput Biol 15, no. 2 (2019): e1006722.
"Impact of Esophageal Motion on Dosimetry and Toxicity With Thoracic Radiation Therapy." Technol Cancer Res Treat 18 (2019): 1533033819849073.
"K-Sample comparisons using propensity analysis." Biom J 61, no. 3 (2019): 698-713.
"LINEAR HYPOTHESIS TESTING FOR HIGH DIMENSIONAL GENERALIZED LINEAR MODELS." Ann Stat 47, no. 5 (2019): 2671-2703.
"Look before you leap: systematic evaluation of tree-based statistical methods in subgroup identification." J Biopharm Stat 29, no. 6 (2019): 1082-1102.
"A new Bayesian joint model for longitudinal count data with many zeros, intermittent missingness, and dropout with applications to HIV prevention trials." Stat Med 38, no. 30 (2019): 5565-5586.
"Partition Weighted Approach for Estimating the Marginal Posterior Density with Applications." J Comput Graph Stat 28, no. 2 (2019): 334-349.
"SAFE-clustering: Single-cell Aggregated (from Ensemble) clustering for single-cell RNA-seq data." Bioinformatics 35, no. 8 (2019): 1269-1277.
"Semiparametric Regression Analysis of Multiple Right- and Interval-Censored Events." J Am Stat Assoc 114, no. 527 (2019): 1232-1240.
"Semiparametric sieve maximum likelihood estimation under cure model with partly interval censored and left truncated data for application to spontaneous abortion." Lifetime Data Anal 25, no. 3 (2019): 507-528.
"A smoothing-based goodness-of-fit test of covariance for functional data." Biometrics 75, no. 2 (2019): 562-571.
"Tests of trend between disease outcomes and ordinal covariates discretized from underlying continuous variables: simulation studies and applications to NHANES 2007-2008." BMC Med Res Methodol 19, no. 1 (2019): 2.
"Analysis of multiple survival events in generalized case-cohort designs." Biometrics 74, no. 4 (2018): 1250-1260.
"Assessing covariate effects using Jeffreys-type prior in the Cox model in the presence of a monotone partial likelihood." J Stat Theory Pract 12, no. 1 (2018): 23-41.
"The association between copy number aberration, DNA methylation and gene expression in tumor samples." Nucleic Acids Res 46, no. 6 (2018): 3009-3018.
"Auxiliary variable-enriched biomarker-stratified design." Stat Med 37, no. 30 (2018): 4610-4635.
"BayesCTDesign: Two Arm Bayesian Clinical Trial Design with and Without Historical Control Data (R)., 2018.
Bayesian Design of Non-Inferiority Clinical Trials via the Bayes Factor." Stat Biosci 10, no. 2 (2018): 439-459.
"Bayesian Modeling and Inference for Nonignorably Missing Longitudinal Binary Response Data with Applications to HIV Prevention Trials." Stat Sin 28 (2018): 1929-1963.
"bcSeq: an R package for fast sequence mapping in high-throughput shRNA and CRISPR screens." Bioinformatics 34, no. 20 (2018): 3581-3583.
"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.
"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.
"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.
"Double Sparsity Kernel Learning with Automatic Variable Selection and Data Extraction." Stat Interface 11, no. 3 (2018): 401-420.
"Estimating individualized treatment rules for ordinal treatments." Biometrics 74, no. 3 (2018): 924-933.
"Facilitating the Calculation of the Efficient Score Using Symbolic Computing." Am Stat 72, no. 2 (2018): 199-205.
"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.
"Integrative pipeline for profiling DNA copy number and inferring tumor phylogeny." Bioinformatics 34, no. 12 (2018): 2126-2128.
"Intergenerational response to the endocrine disruptor vinclozolin is influenced by maternal genotype and crossing scheme." Reprod Toxicol 78 (2018): 9-19.
"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 time and longitudinal outcomes with flexible random effects." Lifetime Data Anal 24, no. 1 (2018): 126-152.
" A New Monte Carlo Method for Estimating Marginal Likelihoods." Bayesian Anal 13, no. 2 (2018): 311-333.
"Nonconvex Optimization. In Wiley StatsRef: Statistics Reference Online., 2018.
Observation weights unlock bulk RNA-seq tools for zero inflation and single-cell applications." Genome Biol 19, no. 1 (2018): 24.
"Online updating method with new variables for big data streams." Can J Stat 46, no. 1 (2018): 123-146.
"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): 743-770.
"Outcome-dependent sampling with interval-censored failure time data." Biometrics 74, no. 1 (2018): 58-67.
"Partial likelihood estimation of isotonic proportional hazards models." Biometrika 105, no. 1 (2018): 133-148.
"Regression analysis for secondary response variable in a case-cohort study." Biometrics 74, no. 3 (2018): 1014-1022.
"A regularized variable selection procedure in additive hazards model with stratified case-cohort design." Lifetime Data Anal 24, no. 3 (2018): 443-463.
"Reweighted estimators for additive hazard model with censoring indicators missing at random." Lifetime Data Anal 24, no. 2 (2018): 224-249.
"Reweighted estimators for additive hazard model with censoring indicators missing at random." Lifetime Data Anal 24, no. 2 (2018): 224-249.
"Secondary outcome analysis for data from an outcome-dependent sampling design." Stat Med 37, no. 15 (2018): 2321-2337.
"Semiparametric Additive Model for Estimating Risk Difference in Multicenter Studies." Biostat Epidemiol 2, no. 1 (2018): 84-98.
"Simultaneous Clustering and Estimation of Heterogeneous Graphical Models." J Mach Learn Res 18 (2018).
"Statistical Methods for Conditional Survival Analysis." J Biopharm Stat 28, no. 5 (2018): 927-938.
"A Tailored Multivariate Mixture Model for Detecting Proteins of Concordant Change Among Virulent Strains of ." J Am Stat Assoc 113, no. 522 (2018): 546-559.
"A Tailored Multivariate Mixture Model for Detecting Proteins of Concordant Change Among Virulent Strains of ." J Am Stat Assoc 113, no. 522 (2018): 546-559.
"Tuning Parameter Selection in Cox Proportional Hazards Model with a Diverging Number of Parameters." Scand Stat Theory Appl 45, no. 3 (2018): 557-570.
"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.
"Bayesian clinical trial design using Markov models with applications to autoimmune disease." Contemp Clin Trials 63 (2017): 73-83.
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