Publications
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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.
"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.
"Automatic structure recovery for additive models." Biometrika 102, no. 2 (2015): 381-395.
"Predictive accuracy of markers or risk scores for interval censored survival data." Stat Med 39, no. 18 (2020): 2437-2446.
"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.
"Bayesian Modeling and Inference for Nonignorably Missing Longitudinal Binary Response Data with Applications to HIV Prevention Trials." Stat Sin 28 (2018): 1929-1963.
"Adaptively Weighted Large Margin Classifiers." J Comput Graph Stat 22, no. 2 (2013).
" Efficient Estimation for Semiparametric Structural Equation Models With Censored Data." J Am Stat Assoc 113, no. 522 (2018): 893-905.
"Robust Score Tests With Missing Data in Genomics Studies." J Am Stat Assoc 114, no. 528 (2019): 1778-1786.
"I-Boost: an integrative boosting approach for predicting survival time with multiple genomics platforms." Genome Biol 20, no. 1 (2019): 52.
"Genetic analyses of diverse populations improves discovery for complex traits." Nature 570, no. 7762 (2019): 514-518.
"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.
"Systematic review and network meta-analysis comparing palbociclib with chemotherapy agents for the treatment of postmenopausal women with HR-positive and HER2-negative advanced/metastatic breast cancer." Breast Cancer Res Treat 166, no. 1 (2017): 167-177.
"Differences in race, molecular and tumor characteristics among women diagnosed with invasive ductal and lobular breast carcinomas." Cancer Causes Control 30, no. 1 (2019): 31-39.
"Variable Selection in Kernel Regression Using Measurement Error Selection Likelihoods." J Am Stat Assoc 112, no. 520 (2017): 1587-1597.
"POINT: Protein Structure Guided Local Test (R). 1.0 ed., 2019.
Identifying individual risk rare variants using protein structure guided local tests (POINT)." PLoS Comput Biol 15, no. 2 (2019): e1006722.
"Latent Supervised Learning." J Am Stat Assoc 108, no. 503 (2013).
"The Change-Plane Cox Model." Biometrika 105, no. 4 (2018): 891-903.
"Learning Optimal Individualized Treatment Rules from Electronic Health Record Data." IEEE Int Conf Healthc Inform 2016 (2016): 65-71.
"Pathway-guided identification of gene-gene interactions." Ann Hum Genet 78, no. 6 (2014): 478-91.
" Online updating method with new variables for big data streams." Can J Stat 46, no. 1 (2018): 123-146.
"Validation of survival prognostic models for non-small-cell lung cancer in stage- and age-specific groups." Lung Cancer 90, no. 2 (2015): 281-7.
" Support Vector Hazards Machine: A Counting Process Framework for Learning Risk Scores for Censored Outcomes." J Mach Learn Res 17 (2016).
"Statistical Considerations for Subgroup Analyses." J Thorac Oncol 16, no. 3 (2021): 375-380.
"Network meta-analysis of margin threshold for women with ductal carcinoma in situ." J Natl Cancer Inst 104, no. 7 (2012): 507-16.
" Partition Weighted Approach for Estimating the Marginal Posterior Density with Applications." J Comput Graph Stat 28, no. 2 (2019): 334-349.
"On Enrichment Strategies for Biomarker Stratified Clinical Trials." J Biopharm Stat 28, no. 2 (2018): 292-308.
"SCOPE: A Normalization and Copy-Number Estimation Method for Single-Cell DNA Sequencing." Cell Syst 10, no. 5 (2020): 445-452.e6.
"odsroc: Nonparametric estimation of AUC and partial AUC under test-result-dependent sampling (R).., 2012.
Onset of persistent pseudomonas aeruginosa infection in children with cystic fibrosis with interval censored data." BMC Med Res Methodol 16, no. 1 (2016): 122.
"Auxiliary marker-assisted classification in the absence of class identifiers." J Am Stat Assoc 108, no. 502 (2013): 553-565.
"Quantile-Optimal Treatment Regimes." J Am Stat Assoc 113, no. 523 (2018): 1243-1254.
"Global copy number profiling of cancer genomes." Bioinformatics 32, no. 6 (2016): 926-8.
"Enriched biomarker-driven clinical trials. In Wiley StatsRef: Statistics Reference Online. Wiley, 2019.
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.
"Allele-specific copy-number discovery from whole-genome and whole-exome sequencing." Nucleic Acids Res 43, no. 14 (2015): e90.
"Module-based association analysis for omics data with network structure." PLoS One 10, no. 3 (2015): e0122309.
"Discussion of the paper "Clustering Random Curves Under Spatial Interdependence with Application to Service Accessibility" by Jiang and Serban." Technometrics 54, no. 2 (2012): 129-133.
"A New Monte Carlo Method for Estimating Marginal Likelihoods." Bayesian Anal 13, no. 2 (2018): 311-333.
"Estimation of AUC or Partial AUC under Test-Result-Dependent Sampling." Stat Biopharm Res 4, no. 4 (2012): 313-323.
"Analysis of gene-gene interactions using gene-trait similarity regression." Hum Hered 78, no. 1 (2014): 17-26.
"Risk calculators are useful but..." J Thorac Cardiovasc Surg 151, no. 3 (2016): 706-707.
"Validation of Progression-Free Survival as a Surrogate Endpoint for Overall Survival in Malignant Mesothelioma: Analysis of Cancer and Leukemia Group B and North Central Cancer Treatment Group (Alliance) Trials." Oncologist 22, no. 2 (2017): 189-198.
"Inflated Density Ratio and Its Variation and Generalization for Computing Marginal Likelihoods." J Korean Stat Soc 49, no. 1 (2020): 244-263.
" Auxiliary variable-enriched biomarker-stratified design." Stat Med 37, no. 30 (2018): 4610-4635.
"Complete effect-profile assessment in association studies with multiple genetic and multiple environmental factors." Genet Epidemiol 39, no. 2 (2015): 122-33.
"Statistical methods and computing for big data." Stat Interface 9, no. 4 (2016): 399-414.
"Reexamining Dis/Similarity-Based Tests for Rare-Variant Association with Case-Control Samples." Genetics 209, no. 1 (2018): 105-113.
"ROC curve estimation under test-result-dependent sampling." Biostatistics 14, no. 1 (2013): 160-72.
"Dynamic spatial pattern recognition in count data." In New Developments in Statistical Modeling, Inference and Application, 185-202. New York: Springer, 2016.
"Efficient Estimation of Nonparametric Genetic Risk Function with Censored Data." Biometrika 102, no. 3 (2015): 515-532.
"DiNAMIC: a method to identify recurrent DNA copy number aberrations in tumors." Bioinformatics 27, no. 5 (2011): 678-85.
" Practical designs for Phase I combination studies in oncology." J Biopharm Stat 26, no. 1 (2016): 150-66.
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