Publications
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.
" Cancer Clinical Trials: Current and Controversial Issues in Design and Analysis.. Boca Raton: Chapman & Hall / CRC Press, 2016.
Component-wise gradient boosting and false discovery control in survival analysis with high-dimensional covariates." Bioinformatics 32, no. 1 (2016): 50-7.
"A Consistent Information Criterion for Support Vector Machines in Diverging Model Spaces." J Mach Learn Res 17, no. 16 (2016): 1-26.
"A Consistent Information Criterion for Support Vector Machines in Diverging Model Spaces." J Mach Learn Res 17, no. 16 (2016): 1-26.
"Detection of gene-gene interactions using multistage sparse and low-rank regression." Biometrics 72, no. 1 (2016): 85-94.
"Dynamic spatial pattern recognition in count data." In New Developments in Statistical Modeling, Inference and Application, 185-202. New York: Springer, 2016.
"Endpoints for cancer clinical trials." In Cancer Clinical Trials: Current and Controversial Issues in Design and Analysis. Boca Raton: Chapman & Hall / CRC Press, 2016.
"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.
"Estimating Bayesian Phylogenetic Information Content." Syst Biol 65, no. 6 (2016): 1009-1023.
"Global copy number profiling of cancer genomes." Bioinformatics 32, no. 6 (2016): 926-8.
" Learning Optimal Individualized Treatment Rules from Electronic Health Record Data." IEEE Int Conf Healthc Inform 2016 (2016): 65-71.
"Learning Optimal Individualized Treatment Rules from Electronic Health Record Data." IEEE Int Conf Healthc Inform 2016 (2016): 65-71.
"Learning Optimal Individualized Treatment Rules from Electronic Health Record Data." IEEE Int Conf Healthc Inform 2016 (2016): 65-71.
"LOCAL INDEPENDENCE FEATURE SCREENING FOR NONPARAMETRIC AND SEMIPARAMETRIC MODELS BY MARGINAL EMPIRICAL LIKELIHOOD." Ann Stat 44, no. 2 (2016): 515-539.
"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.
"Online Updating of Statistical Inference in the Big Data Setting." Technometrics 58, no. 3 (2016): 393-403.
"Online Updating of Statistical Inference in the Big Data Setting." Technometrics 58, no. 3 (2016): 393-403.
"Onset of persistent pseudomonas aeruginosa infection in children with cystic fibrosis with interval censored data." BMC Med Res Methodol 16, no. 1 (2016): 122.
"Onset of persistent pseudomonas aeruginosa infection in children with cystic fibrosis with interval censored data." BMC Med Res Methodol 16, no. 1 (2016): 122.
"PIK3CA mutations enable targeting of a breast tumor dependency through mTOR-mediated MCL-1 translation." Sci Transl Med 8, no. 369 (2016): 369ra175.
"PIK3CA mutations enable targeting of a breast tumor dependency through mTOR-mediated MCL-1 translation." Sci Transl Med 8, no. 369 (2016): 369ra175.
"PIK3CA mutations enable targeting of a breast tumor dependency through mTOR-mediated MCL-1 translation." Sci Transl Med 8, no. 369 (2016): 369ra175.
"Practical designs for Phase I combination studies in oncology." J Biopharm Stat 26, no. 1 (2016): 150-66.
"On Quantile Regression in Reproducing Kernel Hilbert Spaces with Data Sparsity Constraint." J Mach Learn Res 17, no. 40 (2016): 1-45.
"The rapid enrollment design for Phase I clinical trials." Stat Med 35, no. 15 (2016): 2516-24.
"Reinforced Angle-based Multicategory Support Vector Machines." J Comput Graph Stat 25, no. 3 (2016): 806-825.
"Risk calculators are useful but..." J Thorac Cardiovasc Surg 151, no. 3 (2016): 706-707.
"Statistical aspect of translational and correlative studies in clinical trials." Chin Clin Oncol 5, no. 1 (2016): 11.
"Statistical methods and computing for big data." Stat Interface 9, no. 4 (2016): 399-414.
"Statistical methods and computing for big data." Stat Interface 9, no. 4 (2016): 399-414.
"Support Vector Hazards Machine: A Counting Process Framework for Learning Risk Scores for Censored Outcomes." J Mach Learn Res 17 (2016).
"Time-dependent classification accuracy curve under marker-dependent sampling." Biom J 58, no. 4 (2016): 974-92.
"Translational Breast Cancer Research Consortium (TBCRC) 022: A Phase II Trial of Neratinib for Patients With Human Epidermal Growth Factor Receptor 2-Positive Breast Cancer and Brain Metastases." J Clin Oncol 34, no. 9 (2016): 945-52.
"Translational Breast Cancer Research Consortium (TBCRC) 022: A Phase II Trial of Neratinib for Patients With Human Epidermal Growth Factor Receptor 2-Positive Breast Cancer and Brain Metastases." J Clin Oncol 34, no. 9 (2016): 945-52.
"Translational Breast Cancer Research Consortium (TBCRC) 022: A Phase II Trial of Neratinib for Patients With Human Epidermal Growth Factor Receptor 2-Positive Breast Cancer and Brain Metastases." J Clin Oncol 34, no. 9 (2016): 945-52.
"Variable Selection for Support Vector Machines in Moderately High Dimensions." J R Stat Soc Series B Stat Methodol 78, no. 1 (2016): 53-76.
"Variable Selection for Support Vector Machines in Moderately High Dimensions." J R Stat Soc Series B Stat Methodol 78, no. 1 (2016): 53-76.
"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.
" Automatic structure recovery for additive models." Biometrika 102, no. 2 (2015): 381-395.
"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.
"Complete effect-profile assessment in association studies with multiple genetic and multiple environmental factors." Genet Epidemiol 39, no. 2 (2015): 122-33.
"A counterfactual p-value approach for benefit-risk assessment in clinical trials." J Biopharm Stat 25, no. 3 (2015): 508-24.
"Diseased Region Detection of Longitudinal Knee Magnetic Resonance Imaging Data." IEEE Trans Med Imaging 34, no. 9 (2015): 1914-27.
"Domain selection for the varying coefficient model via local polynomial regression." Comput Stat Data Anal 83 (2015): 236-250.
"Effective dimension reduction for sparse functional data." Biometrika 102, no. 2 (2015): 421-437.
"Efficient Estimation of Nonparametric Genetic Risk Function with Censored Data." Biometrika 102, no. 3 (2015): 515-532.
"A Fast Multiple-Kernel Method With Applications to Detect Gene-Environment Interaction." Genet Epidemiol 39, no. 6 (2015): 456-68.
"A Fast Multiple-Kernel Method With Applications to Detect Gene-Environment Interaction." Genet Epidemiol 39, no. 6 (2015): 456-68.
" Hypothesis testing at the extremes: fast and robust association for high-throughput data." Biostatistics 16, no. 3 (2015): 611-25.
"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.
"Penalized Q-Learning for Dynamic Treatment Regimens." Stat Sin 25, no. 3 (2015): 901-920.
"Predicting Alzheimer's Disease Using Combined Imaging-Whole Genome SNP Data." J Alzheimers Dis 46, no. 3 (2015): 695-702.
"Provider-based research networks and diffusion of surgical technologies among patients with early-stage kidney cancer." Cancer 121, no. 6 (2015): 836-43.
" 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.
"Analysis of gene-gene interactions using gene-trait similarity regression." Hum Hered 78, no. 1 (2014): 17-26.
"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.
" Common variants in psychiatric risk genes predict brain structure at birth." Cereb Cortex 24, no. 5 (2014): 1230-46.
"Common variants in psychiatric risk genes predict brain structure at birth." Cereb Cortex 24, no. 5 (2014): 1230-46.
" FMEM: functional mixed effects modeling for the analysis of longitudinal white matter Tract data." Neuroimage 84 (2014): 753-64.
"Impact of sex and gonadal steroids on neonatal brain structure." Cereb Cortex 24, no. 10 (2014): 2721-31.
"Impact of sex and gonadal steroids on neonatal brain structure." Cereb Cortex 24, no. 10 (2014): 2721-31.
"Interquantile Shrinkage and Variable Selection in Quantile Regression." Comput Stat Data Anal 69 (2014): 208-219.
"Pathway-guided identification of gene-gene interactions." Ann Hum Genet 78, no. 6 (2014): 478-91.
"Probability-enhanced sufficient dimension reduction for binary classification." Biometrics 70, no. 3 (2014): 546-55.
"Research methods for clinical trials in personalized medicine: A systematic review." In Lost In Translation: Barriers to Incentives for Translational Research in Medical Sciences. Singapore: World Scientific, 2014.
"Targeted Local Support Vector Machine for Age-Dependent Classification." J Am Stat Assoc 109, no. 507 (2014): 1174-1187.
"Two-Dimensional Solution Surface for Weighted Support Vector Machines." J Comput Graph Stat 23, no. 2 (2014): 383-402.
"Variable Selection in Nonparametric Classification via Measurement Error Model Selection Likelihoods." J Am Stat Assoc 109, no. 506 (2014): 574-589.
"Variable Selection in Nonparametric Classification via Measurement Error Model Selection Likelihoods." J Am Stat Assoc 109, no. 506 (2014): 574-589.
"Adaptively Weighted Large Margin Classifiers." J Comput Graph Stat 22, no. 2 (2013).
"Auxiliary marker-assisted classification in the absence of class identifiers." J Am Stat Assoc 108, no. 502 (2013): 553-565.
"Bayesian inference on risk differences: an application to multivariate meta-analysis of adverse events in clinical trials." Stat Biopharm Res 5, no. 2 (2013): 142-155.
"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.
"Diffusion tensor imaging-based characterization of brain neurodevelopment in primates." Cereb Cortex 23, no. 1 (2013): 36-48.
"Empirical pathway analysis, without permutation." Biostatistics 14, no. 3 (2013): 573-85.
"Interquantile Shrinkage in Regression Models." J Comput Graph Stat 22, no. 4 (2013).
"Latent Supervised Learning." J Am Stat Assoc 108, no. 503 (2013).
"A longitudinal functional analysis framework for analysis of white matter tract statistics." Inf Process Med Imaging 23 (2013): 220-31.
"Nomenclature for alleles of the thiopurine methyltransferase gene." Pharmacogenet Genomics 23, no. 4 (2013): 242-8.
"ROC curve estimation under test-result-dependent sampling." Biostatistics 14, no. 1 (2013): 160-72.
"skda: Sparse (multicategory) kernel discriminant analysis (R).. 0.1 ed., 2013.
skda: Sparse (multicategory) kernel discriminant analysis (R).. 0.1 ed., 2013.
Unified Analysis of Secondary Traits in Case-Control Association Studies." J Am Stat Assoc 108, no. 502 (2013).
"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.
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