Publications
"Adaptive Q-learning." In From Probability to Statistics and Back: High-Dimensional Models and Processes -- A Festschrift in Honor of Jon A. Wellner, 150-162. Vol. 9. Beachwood, Ohio: Institute of Mathematical Statistics, 2013.
"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.
SparkScore: Leveraging Apache Spark for Distributed Genomic Inference. In 2016 IEEE International Parallel and Distributed Processing Symposium Workshops (IPDPSW). IEEE Computer Society Conference Publishing Services, 2016.
"Adaptive Estimation with Partially Overlapping Models." Stat Sin 26, no. 1 (2016): 235-253.
"Age and African-American race impact the validity and reliability of the asthma control test in persistent asthmatics." Respir Res 19, no. 1 (2018): 152.
"Alignment and mapping methodology influence transcript abundance estimation." Genome Biol 21, no. 1 (2020): 239.
"Alignment and mapping methodology influence transcript abundance estimation." Genome Biol 21, no. 1 (2020): 239.
"Alignment and mapping methodology influence transcript abundance estimation." Genome Biol 21, no. 1 (2020): 239.
"Allele-specific copy-number discovery from whole-genome and whole-exome sequencing." Nucleic Acids Res 43, no. 14 (2015): e90.
"Allele-specific copy-number discovery from whole-genome and whole-exome sequencing." Nucleic Acids Res 43, no. 14 (2015): e90.
"Analysing breast cancer microarrays from African Americans using shrinkage-based discriminant analysis." Hum Genomics 5, no. 1 (2010): 5-16.
"Ascertaining properties of weighting in the estimation of optimal treatment regimes under monotone missingness." Stat Med 39, no. 25 (2020): 3503-3520.
"Ascertainment, classification, and impact of neoplasm detection during prolonged treatment with dual antiplatelet therapy with prasugrel vs. clopidogrel following acute coronary syndrome." Eur Heart J 37, no. 4 (2016): 412-22.
"Ascertainment, classification, and impact of neoplasm detection during prolonged treatment with dual antiplatelet therapy with prasugrel vs. clopidogrel following acute coronary syndrome." Eur Heart J 37, no. 4 (2016): 412-22.
"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.
"Assessing model fit in joint models of longitudinal and survival data with applications to cancer clinical trials." Stat Med 33, no. 27 (2014): 4715-33.
"Assessing Tuning Parameter Selection Variability in Penalized Regression." Technometrics 61, no. 2 (2019): 154-164.
"Associating somatic mutations to clinical outcomes: a pan-cancer study of survival time." Genome Med 11, no. 1 (2019): 37.
"Association analysis using somatic mutations." PLoS Genet 14, no. 11 (2018): e1007746.
"The association between copy number aberration, DNA methylation and gene expression in tumor samples." Nucleic Acids Res 46, no. 6 (2018): 3009-3018.
"Association test using Copy Number Profile Curves (CONCUR) enhances power in rare copy number variant analysis." PLoS Comput Biol 16, no. 5 (2020): e1007797.
"Association test using Copy Number Profile Curves (CONCUR) enhances power in rare copy number variant analysis." PLoS Comput Biol 16, no. 5 (2020): e1007797.
"ASYMPTOTICS FOR CHANGE-POINT MODELS UNDER VARYING DEGREES OF MIS-SPECIFICATION." Ann Stat 44, no. 1 (2016): 153-182.
"Automatic structure recovery for additive models." Biometrika 102, no. 2 (2015): 381-395.
"Auxiliary marker-assisted classification in the absence of class identifiers." J Am Stat Assoc 108, no. 502 (2013): 553-565.
"Bayesian estimation of semiparametric nonlinear dynamic factor analysis models using the Dirichlet process prior." Br J Math Stat Psychol 64, no. Pt 1 (2011): 69-106.
"Bayesian inference for multivariate meta-analysis Box-Cox transformation models for individual patient data with applications to evaluation of cholesterol-lowering drugs." Stat Med 32, no. 23 (2013): 3972-90.
"Bayesian Inference for Multivariate Meta-regression with a Partially Observed Within-Study Sample Covariance Matrix." J Am Stat Assoc 110, no. 510 (2015): 528-544.
"Bayesian inference for network meta-regression using multivariate random effects with applications to cholesterol lowering drugs." Biostatistics 20, no. 3 (2019): 499-516.
"BAYESIAN INFERENCE OF HIDDEN GAMMA WEAR PROCESS MODEL FOR SURVIVAL DATA WITH TIES." Stat Sin 25, no. 4 (2015): 1613-1635.
"Bayesian Model Assessment in Joint Modeling of Longitudinal and Survival Data with Applications to Cancer Clinical Trials." J Comput Graph Stat 26, no. 1 (2017): 121-133.
"Bayesian Modeling and Inference for Nonignorably Missing Longitudinal Binary Response Data with Applications to HIV Prevention Trials." Stat Sin 28 (2018): 1929-1963.
"Bayesian multivariate skew meta-regression models for individual patient data." Stat Methods Med Res 28, no. 10-11 (2019): 3415-3436.
"Biclustering with heterogeneous variance." Proc Natl Acad Sci U S A 110, no. 30 (2013): 12253-8.
"Bivariate random effects models for meta-analysis of comparative studies with binary outcomes: methods for the absolute risk difference and relative risk." Stat Methods Med Res 21, no. 6 (2012): 621-33.
"The case-only independence assumption: associations between genetic polymorphisms and smoking among controls in two population-based studies." Int J Mol Epidemiol Genet 3, no. 4 (2012): 333-60.
"Censored Rank Independence Screening for High-dimensional Survival Data." Biometrika 101, no. 4 (2014): 799-814.
"Change-Plane Analysis for Subgroup Detection and Sample Size Calculation." J Am Stat Assoc 112, no. 518 (2017): 769-778.
"Clinical characteristics, response to exercise training, and outcomes in patients with heart failure and chronic obstructive pulmonary disease: findings from Heart Failure and A Controlled Trial Investigating Outcomes of Exercise TraiNing (HF-ACTION)." Am Heart J 165, no. 2 (2013): 193-9.
"Clinical prognostic model for older patients with advanced non-small cell lung cancer." J Geriatr Oncol 10, no. 4 (2019): 555-559.
"Clinical trials data collection: when less is more." J Clin Oncol 28, no. 34 (2010): 5019-21.
"Comment." J Am Stat Assoc 111, no. 515 (2016): 942-947.
"Comment on "Dynamic treatment regimes: technical challenges and applications"." Electron J Stat 8, no. 1 (2014): 1290-1300.
"Common variants in psychiatric risk genes predict brain structure at birth." Cereb Cortex 24, no. 5 (2014): 1230-46.
"Comparative effectiveness of oxaliplatin vs non-oxaliplatin-containing adjuvant chemotherapy for stage III colon cancer." J Natl Cancer Inst 104, no. 3 (2012): 211-27.
"Comparative effectiveness of oxaliplatin vs non-oxaliplatin-containing adjuvant chemotherapy for stage III colon cancer." J Natl Cancer Inst 104, no. 3 (2012): 211-27.
"Comparative effectiveness of oxaliplatin vs non-oxaliplatin-containing adjuvant chemotherapy for stage III colon cancer." J Natl Cancer Inst 104, no. 3 (2012): 211-27.
"Comparative effectiveness of oxaliplatin vs non-oxaliplatin-containing adjuvant chemotherapy for stage III colon cancer." J Natl Cancer Inst 104, no. 3 (2012): 211-27.
"Comparative effectiveness of oxaliplatin vs non-oxaliplatin-containing adjuvant chemotherapy for stage III colon cancer." J Natl Cancer Inst 104, no. 3 (2012): 211-27.
"Comparing oncology clinical programs by use of innovative designs and expected net present value optimization: Which adaptive approach leads to the best result?" J Biopharm Stat 27, no. 3 (2017): 457-476.
"A Comparison of Proposed Biosimilar LA-EP2006 and Reference Pegfilgrastim for the Prevention of Neutropenia in Patients With Early-Stage Breast Cancer Receiving Myelosuppressive Adjuvant or Neoadjuvant Chemotherapy: Pegfilgrastim Randomized Oncology (Supp." Oncologist 21, no. 7 (2016): 789-94.
"A Comparison of Proposed Biosimilar LA-EP2006 and Reference Pegfilgrastim for the Prevention of Neutropenia in Patients With Early-Stage Breast Cancer Receiving Myelosuppressive Adjuvant or Neoadjuvant Chemotherapy: Pegfilgrastim Randomized Oncology (Supp." Oncologist 21, no. 7 (2016): 789-94.
"Composite large margin classifiers with latent subclasses for heterogeneous biomedical data." Stat Anal Data Min 9, no. 2 (2016): 75-88.
"Concordance-Assisted Learning for Estimating Optimal Individualized Treatment Regimes." J R Stat Soc Series B Stat Methodol 79, no. 5 (2017): 1565-1582.
"Consistent Group Identification and Variable Selection in Regression with Correlated Predictors." J Comput Graph Stat 22, no. 2 (2013): 319-340.
"Data for cancer comparative effectiveness research: past, present, and future potential." Cancer 118, no. 21 (2012): 5186-97.
"Deep advantage learning for optimal dynamic treatment regime." Stat Theory Relat Fields 2, no. 1 (2018): 80-88.
"Designing penalty functions in high dimensional problems: The role of tuning parameters." Electron J Stat 10, no. 2 (2016): 2312-2328.
"Determining the Number of Latent Factors in Statistical Multi-Relational Learning." J Mach Learn Res 20 (2019).
"Determining the Number of Latent Factors in Statistical Multi-Relational Learning." J Mach Learn Res 20 (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.
"Differential damage and repair of DNA-adducts induced by anti-cancer drug cisplatin across mouse organs." Nat Commun 10, no. 1 (2019): 309.
"Diffusion tensor imaging-based characterization of brain neurodevelopment in primates." Cereb Cortex 23, no. 1 (2013): 36-48.
"Diffusion tensor imaging-based characterization of brain neurodevelopment in primates." Cereb Cortex 23, no. 1 (2013): 36-48.
"Diffusion tensor imaging-based characterization of brain neurodevelopment in primates." Cereb Cortex 23, no. 1 (2013): 36-48.
"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.
"Diseased Region Detection of Longitudinal Knee Magnetic Resonance Imaging Data." IEEE Trans Med Imaging 34, no. 9 (2015): 1914-27.
"Diseased region detection of longitudinal knee MRI data." Inf Process Med Imaging 23 (2013): 632-43.
"Dose-finding designs for trials of molecularly targeted agents and immunotherapies." J Biopharm Stat 27, no. 3 (2017): 477-494.
"Dose-finding designs for trials of molecularly targeted agents and immunotherapies." J Biopharm Stat 27, no. 3 (2017): 477-494.
"DOUBLY ROBUST ESTIMATION OF OPTIMAL TREATMENT REGIMES FOR SURVIVAL DATA-WITH APPLICATION TO AN HIV/AIDS STUDY." Ann Appl Stat 11, no. 3 (2017): 1763-1786.
"Doubly robust inference when combining probability and non-probability samples with high dimensional data." J R Stat Soc Series B Stat Methodol 82, no. 2 (2020): 445-465.
"Doubly Robust Learning for Estimating Individualized Treatment with Censored Data." Biometrika 102, no. 1 (2015): 151-168.
"DTIPrep: quality control of diffusion-weighted images." Front Neuroinform 8 (2014): 4.
"Duration of eptifibatide infusion after percutaneous coronary intervention and outcomes among high-risk patients with non-ST-segment elevation acute coronary syndrome: insights from EARLY ACS." Eur Heart J Acute Cardiovasc Care 2, no. 3 (2013): 246-55.
"Duration of eptifibatide infusion after percutaneous coronary intervention and outcomes among high-risk patients with non-ST-segment elevation acute coronary syndrome: insights from EARLY ACS." Eur Heart J Acute Cardiovasc Care 2, no. 3 (2013): 246-55.
"Duration of eptifibatide infusion after percutaneous coronary intervention and outcomes among high-risk patients with non-ST-segment elevation acute coronary syndrome: insights from EARLY ACS." Eur Heart J Acute Cardiovasc Care 2, no. 3 (2013): 246-55.
"Effect of Erlotinib Plus Bevacizumab vs Erlotinib Alone on Progression-Free Survival in Patients With Advanced EGFR-Mutant Non-Small Cell Lung Cancer: A Phase 2 Randomized Clinical Trial." JAMA Oncol 5, no. 10 (2019): 1448-1455.
"Efficient augmentation and relaxation learning for individualized treatment rules using observational data." J Mach Learn Res 20 (2019).
"Efficient augmentation and relaxation learning for individualized treatment rules using observational data." J Mach Learn Res 20 (2019).
"Efficient estimation of grouped survival models." BMC Bioinformatics 20, no. 1 (2019): 269.
"Efficient Robust Regression via Two-Stage Generalized Empirical Likelihood." J Am Stat Assoc 108, no. 502 (2013): 644-655.
"Embracing rejection: Immunologic trends in brain metastasis." Oncoimmunology 5, no. 7 (2016): e1172153.
"An Empirical Bayes Method for Multivariate Meta-analysis with an Application in Clinical Trials." Commun Stat Theory Methods 43, no. 16 (2014): 3536-3551.
"Enrollment and Stopping Rules for Managing Toxicity Requiring Long Follow-Up in Phase II Oncology Trials." J Biopharm Stat 25, no. 6 (2015): 1206-14.
"Enrollment Trends and Disparity Among Patients With Lung Cancer in National Clinical Trials, 1990 to 2012." J Clin Oncol 34, no. 33 (2016): 3992-3999.
"Enrollment Trends and Disparity Among Patients With Lung Cancer in National Clinical Trials, 1990 to 2012." J Clin Oncol 34, no. 33 (2016): 3992-3999.
"Enrollment Trends and Disparity Among Patients With Lung Cancer in National Clinical Trials, 1990 to 2012." J Clin Oncol 34, no. 33 (2016): 3992-3999.
"Entropy Learning for Dynamic Treatment Regimes." Stat Sin 29, no. 4 (2019): 1633-1655.
"Estimating Bayesian Phylogenetic Information Content." Syst Biol 65, no. 6 (2016): 1009-1023.
"Estimating individualized treatment regimes from crossover designs." Biometrics 76, no. 3 (2020): 778-788.
"Estimating individualized treatment regimes from crossover designs." Biometrics 76, no. 3 (2020): 778-788.
"Estimating time-varying effects for overdispersed recurrent events data with treatment switching." Biometrika 100, no. 2 (2013): 339-354.
"On Estimation of Optimal Treatment Regimes For Maximizing -Year Survival Probability." J R Stat Soc Series B Stat Methodol 79, no. 4 (2017): 1165-1185.
"Facilitating the Calculation of the Efficient Score Using Symbolic Computing." Am Stat 72, no. 2 (2018): 199-205.
"FADTTS: functional analysis of diffusion tensor tract statistics." Neuroimage 56, no. 3 (2011): 1412-25.
"Failure time regression with continuous informative auxiliary covariates." J Stat Distrib Appl 2 (2015): 2.
"A Fast Multiple-Kernel Method With Applications to Detect Gene-Environment Interaction." Genet Epidemiol 39, no. 6 (2015): 456-68.
"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.
"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.