Which missing value imputation method to use in expression profiles: a comparative study and two selection schemes. - Guy N. Brock; John R. Shaffer; Richard E. Blakesley; Meredith J. Lotz; George C. Tseng (BMC Bioinform., 2008)

Modified linear discriminant analysis approaches for classification of high-dimensional microarray data. - Ping Xu; Guy N. Brock; Rudolph S. Parrish (Comput. Stat. Data Anal., 2009)

Fuzzy logic and related methods as a screening tool for detecting gene regulatory networks. - Guy N. Brock; William D. Beavis; Laura Salter Kubatko (Inf. Fusion, 2009)

Detecting Gene Regulatory Networks from Microarray Data Using Fuzzy Logic. - Guy N. Brock; Vasyl Pihur; Laura Salter Kubatko (Fuzzy Systems in Bioinformatics and Computational Biology, 2009)

Biological impact of missing-value imputation on downstream analyses of gene expression profiles. - Sunghee Oh; Dongwan D. Kang; Guy N. Brock; George C. Tseng (Bioinform., 2011)

MmPalateMiRNA, an R package compendium illustrating analysis of miRNA microarray data. - Guy N. Brock; Partha Mukhopadhyay; Vasyl Pihur; Cynthia Webb; Robert M. Greene; M. Michele Pisano (Source Code Biol. Medicine, 2013)

Empirical evaluation of consistency and accuracy of methods to detect differentially expressed genes based on microarray data. - Dake Yang; Rudolph S. Parrish; Guy N. Brock (Comput. Biol. Medicine, 2014)

Classification of clinical outcomes using high-throughput informatics: Part 1 - nonparametric method reviews. - Alexander C. Cambon; Kathy B. Baumgartner; Guy N. Brock; Nigel G. F. Cooper; Dongfeng Wu; Shesh N. Rai (Model. Assist. Stat. Appl., 2015)

Classification of clinical outcomes using high-throughput informatics: Part 2 - parametric method reviews. - Alexander C. Cambon; Kathy B. Baumgartner; Guy N. Brock; Nigel G. F. Cooper; Dongfeng Wu; Shesh N. Rai (Model. Assist. Stat. Appl., 2015)

Metabolomics data analysis and missing value issues with application to infarcted mouse hearts. - Jasmit S. Shah; Guy N. Brock; Shesh N. Rai (BMC Bioinform., 2015)

Cost effectiveness of adherence to IDSA/ATS guidelines in elderly patients hospitalized for Community-Aquired Pneumonia. - Michael E. Egger; John A. Myers; Forest W. Arnold; Leigh Ann Pass; Julio A. Ramirez; Guy N. Brock (BMC Medical Informatics Decis. Mak., 2016)

Distribution based nearest neighbor imputation for truncated high dimensional data with applications to pre-clinical and clinical metabolomics studies. - Jasmit S. Shah; Shesh N. Rai; Andrew P. DeFilippis; Bradford G. Hill; Aruni Bhatnagar; Guy N. Brock (BMC Bioinform., 2017)

Power analysis for RNA-Seq differential expression studies. - Lianbo Yu; Soledad Fernandez; Guy N. Brock (BMC Bioinform., 2017)

Properties of adaptive clinical trial signature design in the presence of gene and gene-treatment interaction. - Alexander C. Cambon; Kathy B. Baumgartner; Guy N. Brock; Nigel G. F. Cooper; Dongfeng Wu; Shesh N. Rai (Commun. Stat. Simul. Comput., 2017)

BayesMetab: treatment of missing values in metabolomic studies using a Bayesian modeling approach. - Jasmit S. Shah; Guy N. Brock; Jeremy T. Gaskins (BMC Bioinform., 2019)

Fully moderated t-statistic in linear modeling of mixed effects for differential expression analysis. - Lianbo Yu; Jianying Zhang; Guy N. Brock; Soledad Fernandez (BMC Bioinform., 2019)

Power analysis for RNA-Seq differential expression studies using generalized linear mixed effects models. - Lianbo Yu; Soledad Fernandez; Guy N. Brock (BMC Bioinform., 2020)

Umpire 2.0: Simulating realistic, mixed-type, clinical data for machine learning. - Caitlin E. Coombes; Zachary B. Abrams; Samantha Nakayiza; Guy N. Brock; Kevin R. Coombes (F1000Research, 2020)

Simulation-derived best practices for clustering clinical data. - Caitlin E. Coombes; Xin Liu; Zachary B. Abrams; Kevin R. Coombes; Guy N. Brock (J. Biomed. Informatics, 2021)