Wenge Guo
Wenge Guo
Associate Professor, Mathematical Sciences
210B Cullimore Hall (CULM)
Education
Ph.D.; University of Cincinnati; Biostatistics; 2007
M.S.; North Dakora State University; ; 2004
M.S.; North Dakora State University; ; 2004
Website
2024 Fall Courses
MATH 790A - DOCT DISSERTATION & RES
MATH 792B - PRE DOCTORAL RESEARCH
MATH 792B - PRE DOCTORAL RESEARCH
Teaching Interests
Advanced Statistical Learning, Introduction to Statistical Methods
in Data Science, Statistical Inference, Regression analysis methods, Design and analysis of clinical trials, Introduction to Statistical Computing with SAS and R, Survival Analysis, Stochastic Simulations.
in Data Science, Statistical Inference, Regression analysis methods, Design and analysis of clinical trials, Introduction to Statistical Computing with SAS and R, Survival Analysis, Stochastic Simulations.
Past Courses
MATH 333: PROBABILITY AND STATISTICS
MATH 344: REGRESSION ANALYSIS
MATH 447: APPLIED TIME SERIES ANALYSIS
MATH 448: STOCHASTIC SIMULATION
MATH 461: INTRODUCTION TO STATISTICAL COMPUTING WITH SAS AND R
MATH 478: STAT METHODS IN DATA SCI
MATH 644: REGRESSION ANALYSIS METH
MATH 644: REGRESSION ANALYSIS METHODS
MATH 654: CLINICAL TRIALS DESIGN &ANALYS
MATH 659: SURVIVAL ANALYSIS
MATH 660: INTRO TO STAT COMP W/ SAS & R
MATH 661: APPLIED STATISTICS
MATH 664: METHODS FOR STAT CONSULT
MATH 665: STATISTICAL INFERENCE
MATH 678: STAT METHODS IN DATA SCIENCE
MATH 680: ADVANCED STATISTICAL LEARNING
MATH 707: ST: INTRO TO STATISTICAL COMPUTING
MATH 344: REGRESSION ANALYSIS
MATH 447: APPLIED TIME SERIES ANALYSIS
MATH 448: STOCHASTIC SIMULATION
MATH 461: INTRODUCTION TO STATISTICAL COMPUTING WITH SAS AND R
MATH 478: STAT METHODS IN DATA SCI
MATH 644: REGRESSION ANALYSIS METH
MATH 644: REGRESSION ANALYSIS METHODS
MATH 654: CLINICAL TRIALS DESIGN &ANALYS
MATH 659: SURVIVAL ANALYSIS
MATH 660: INTRO TO STAT COMP W/ SAS & R
MATH 661: APPLIED STATISTICS
MATH 664: METHODS FOR STAT CONSULT
MATH 665: STATISTICAL INFERENCE
MATH 678: STAT METHODS IN DATA SCIENCE
MATH 680: ADVANCED STATISTICAL LEARNING
MATH 707: ST: INTRO TO STATISTICAL COMPUTING
Research Interests
Large-scale multiple testing, Selective Inference, Statistical machine learning, High-dimensional data analysis, Bioinformatics, Statistical methods for clinical trials.
Conference Paper
Distribution-free Conformal Prediction for Ordinal Classification
Proceedings of the Thirteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR , September 2024
Multi-label Classification under Uncertainty: A Tree-based Conformal Prediction Approach
COPA 2023 : 12th Symposium on Conformal and Probabilistic Prediction with Applications, September 2023
Proceedings of the Thirteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR , September 2024
Multi-label Classification under Uncertainty: A Tree-based Conformal Prediction Approach
COPA 2023 : 12th Symposium on Conformal and Probabilistic Prediction with Applications, September 2023
Conference Proceeding
Conformal Risk Control for Ordinal Classification
July (3rd Quarter/Summer) 2023
AUDIO: An integrity auditing framework of outlier-mining-as-a-service systems.
Springer, September 2012
July (3rd Quarter/Summer) 2023
AUDIO: An integrity auditing framework of outlier-mining-as-a-service systems.
Springer, September 2012
Journal Article
Ghosh, Santu, & Guo, Wenge, & Ghosh, Samiran (2022). A hierarchical testing procedure for three arm non-inferiority trials. Computational Statistics & Data Analysis, 174, 107521.
Guo, Wenge, & Sarkar, Sanat (2020). Adaptive Controls of FWER and FDR Under Block Dependence. Journal of Statistical Planning and Inference, 208, 13-24.
Dong, Boxiang, & Wang, Hui, & Monreale, Anna, & Pedreschi, Dino, & Giannotti, Fosca, & Guo, Wenge (2020). Authenticated Outlier Mining for Outsourced Databases. IEEE Transactions on Dependable and Secure Computing, 17(2), 222 - 235.
Zhu, Yalin, & Guo, Wenge (2020). Familywise Error Rate Controlling Procedures for Discrete Data. Statistics in Biopharmaceutical Research, 12, 117-128.
Grandhi, Anjana, & Guo, Wenge, & Romano, Joseph (2019). Control of directional errors in fixed sequence multiple testing. Statistica Sinica, 29, 1047-1064.
Guo, Wenge, & Sarkar, Sanat (2020). Adaptive Controls of FWER and FDR Under Block Dependence. Journal of Statistical Planning and Inference, 208, 13-24.
Dong, Boxiang, & Wang, Hui, & Monreale, Anna, & Pedreschi, Dino, & Giannotti, Fosca, & Guo, Wenge (2020). Authenticated Outlier Mining for Outsourced Databases. IEEE Transactions on Dependable and Secure Computing, 17(2), 222 - 235.
Zhu, Yalin, & Guo, Wenge (2020). Familywise Error Rate Controlling Procedures for Discrete Data. Statistics in Biopharmaceutical Research, 12, 117-128.
Grandhi, Anjana, & Guo, Wenge, & Romano, Joseph (2019). Control of directional errors in fixed sequence multiple testing. Statistica Sinica, 29, 1047-1064.
SHOW MORE
Sarkar, Sanat, & Chen, Aiying , & He, Li, & Guo, Wenge (2019). Group Sequential BH and its Adaptive Versions Controlling the FDR. Journal of Statistical Planning and Inference , 199, 219-235.
Lynch, Gavin, & Guo, Wenge, & Sarkar, Sanat, & Finner, Helmut (2017). The control of the false discovery rate in fixed sequence multiple testing. . Electronic Journal of Statistics, 11(2), 4649-4673.
Sarkar, Sanat, & Fu, Yiyong, & Guo, Wenge (2016). Improving Holm's procedure using pairwise dependencies. Biometrika, 103, 237-243.
Grandhi, Anjana, & Guo, Wenge, & Peddada, Shyamal (2016). A multiple pairwise comparisons reveals differential gene expression patterns and pathways in uterine fibroids by their size. BMC Bioinformatics, 17(104),
Qiu, Zhiying, & Guo, Wenge, & Lynch, Gavin (2015). On generalized fixed sequence procedures for controlling the FWER. Statistics in Medicine, 34, 3968-3983.
Guo, Wenge, & Romano, Joseph (2015). On stepwise control of directional errors under independence and some dependence. Journal of Statistical Planning and Inference , 163, 21-33.
Guo, Wenge, & He, Li, & Sarkar, Sanat (2014). Further results on controlling false discovery proportion. Annals of Statistics, 42(3), 1070--1101.
Sarkar, Sanat K. , & Chen, Jing, & Guo, Wenge (2013). Controlling the false discovery rate in two-stage combination tests for multiple endpoints. Journal of the American Statistical Association, 108(504), 1385--1401.
Guo, Wenge, & Yang, Mingan, & Xing, Chuanhua, & Peddada, Shyamal (2012). Analysis of high dimensional data using pre-defined set and subset information, with applications to genomic data. BMC Bioinformatics, 13, 177.
Sarkar, Sanat K. , & Guo, Wenge, & Finner, Helmut (2012). On adaptive procedures controlling the familywise error rate.. Journal of Statistical Planning and Inference, 142, 65-78.
Guo, Wenge, & Rao, M. Bhaskara (2010). On stepwise control of the generalized familywise error rates. Electronic Journal of Statistics, 4, 472–485.
Sarkar, Sanat K., & Guo, Wenge (2010). Procedures controlling generalized false discovery rate using bivariate distributions of the null p-values. Statistica Sinica, 20(3), 1227-1238.
Guo, Wenge, & Sarkar, Sanat K. , & Peddada, Shyamal P. (2010). Controlling false discoveries in multidimensional directional decisions, with applications to gene expression data on ordered categories. Biometrics, 66(2), 485-492.
Guo, Wenge (2009). A note on adaptive Bonferroni and Holm's procedures under dependence. Biometrika, 96(4), 1012-1018.
Lynch, Gavin, & Guo, Wenge, & Sarkar, Sanat, & Finner, Helmut (2017). The control of the false discovery rate in fixed sequence multiple testing. . Electronic Journal of Statistics, 11(2), 4649-4673.
Sarkar, Sanat, & Fu, Yiyong, & Guo, Wenge (2016). Improving Holm's procedure using pairwise dependencies. Biometrika, 103, 237-243.
Grandhi, Anjana, & Guo, Wenge, & Peddada, Shyamal (2016). A multiple pairwise comparisons reveals differential gene expression patterns and pathways in uterine fibroids by their size. BMC Bioinformatics, 17(104),
Qiu, Zhiying, & Guo, Wenge, & Lynch, Gavin (2015). On generalized fixed sequence procedures for controlling the FWER. Statistics in Medicine, 34, 3968-3983.
Guo, Wenge, & Romano, Joseph (2015). On stepwise control of directional errors under independence and some dependence. Journal of Statistical Planning and Inference , 163, 21-33.
Guo, Wenge, & He, Li, & Sarkar, Sanat (2014). Further results on controlling false discovery proportion. Annals of Statistics, 42(3), 1070--1101.
Sarkar, Sanat K. , & Chen, Jing, & Guo, Wenge (2013). Controlling the false discovery rate in two-stage combination tests for multiple endpoints. Journal of the American Statistical Association, 108(504), 1385--1401.
Guo, Wenge, & Yang, Mingan, & Xing, Chuanhua, & Peddada, Shyamal (2012). Analysis of high dimensional data using pre-defined set and subset information, with applications to genomic data. BMC Bioinformatics, 13, 177.
Sarkar, Sanat K. , & Guo, Wenge, & Finner, Helmut (2012). On adaptive procedures controlling the familywise error rate.. Journal of Statistical Planning and Inference, 142, 65-78.
Guo, Wenge, & Rao, M. Bhaskara (2010). On stepwise control of the generalized familywise error rates. Electronic Journal of Statistics, 4, 472–485.
Sarkar, Sanat K., & Guo, Wenge (2010). Procedures controlling generalized false discovery rate using bivariate distributions of the null p-values. Statistica Sinica, 20(3), 1227-1238.
Guo, Wenge, & Sarkar, Sanat K. , & Peddada, Shyamal P. (2010). Controlling false discoveries in multidimensional directional decisions, with applications to gene expression data on ordered categories. Biometrics, 66(2), 485-492.
Guo, Wenge (2009). A note on adaptive Bonferroni and Holm's procedures under dependence. Biometrika, 96(4), 1012-1018.
COLLAPSE
Software
R package MHTmult: Multiple Hypotheses Testing for Multiple Families/Groups Structure
May 2017
R package MHTdiscrete: Multiple Hypotheses Testing for Discrete Data
February 2017
R package FixSeqMTP: Fixed Sequence Multiple Testing Procedures
January (1st Quarter/Winter) 2017
May 2017
R package MHTdiscrete: Multiple Hypotheses Testing for Discrete Data
February 2017
R package FixSeqMTP: Fixed Sequence Multiple Testing Procedures
January (1st Quarter/Winter) 2017
Chapter
Guo, Wenge, & Sarkar, Sanat (2014). Stepdown procedures controlling a generalized false discovery rate, A. SenGupta, T. Samanta, and A. Basu (Eds.), World Scientific. (pp. 53-70). Singapore: World Scientific
Clements, Nicolle, & Sarkar, Sanat, & Guo, Wenge (2012). Astronomical transient detection controlling the false discovery rate, Eric D. Feigelson and G. Jogesh Babu (Eds.), Springer. (pp. 383-396). Springer
Guo, Wenge, & Sarkar, Sanat K., & Peddada, Shyamal P. (2011). Adaptive multiple testing procedures under positive dependence, M. Bhattacharjee, S. Sunil, S. Subramanian (Eds.), World Scientific Publishing Co. Pte. Ltd. (pp. 27-41). World Scientific Publishing Co. Pte. Ltd
Clements, Nicolle, & Sarkar, Sanat, & Guo, Wenge (2012). Astronomical transient detection controlling the false discovery rate, Eric D. Feigelson and G. Jogesh Babu (Eds.), Springer. (pp. 383-396). Springer
Guo, Wenge, & Sarkar, Sanat K., & Peddada, Shyamal P. (2011). Adaptive multiple testing procedures under positive dependence, M. Bhattacharjee, S. Sunil, S. Subramanian (Eds.), World Scientific Publishing Co. Pte. Ltd. (pp. 27-41). World Scientific Publishing Co. Pte. Ltd