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
2025 Spring Courses
MATH 790A - DOCT DISSERTATION & RES
MATH 792B - PRE DOCTORAL RESEARCH
MATH 590 - GRADUATE CO-OP WORK EXPER I
MATH 792B - PRE DOCTORAL RESEARCH
MATH 590 - GRADUATE CO-OP WORK EXPER I
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
Santu Ghosh, Wenge Guo, Samiran Ghosh. 2022. “A hierarchical testing procedure for three arm non-inferiority trials.” Computational Statistics & Data Analysis, vol. 174, pp. 107521.
Wenge Guo, Sanat Sarkar. 2020. “Adaptive Controls of FWER and FDR Under Block Dependence.” Journal of Statistical Planning and Inference, vol. 208, pp. 13-24.
Boxiang Dong, Hui Wang, Anna Monreale, Dino Pedreschi, Fosca Giannotti, Wenge Guo. 2020. “Authenticated Outlier Mining for Outsourced Databases.” IEEE Transactions on Dependable and Secure Computing, vol. 17, no. 2, pp. 222 - 235.
Yalin Zhu, Wenge Guo. 2020. “Familywise Error Rate Controlling Procedures for Discrete Data.” Statistics in Biopharmaceutical Research, vol. 12, pp. 117-128.
Anjana Grandhi, Wenge Guo, Joseph Romano. 2019. “Control of directional errors in fixed sequence multiple testing.” Statistica Sinica, vol. 29, pp. 1047-1064.
Wenge Guo, Sanat Sarkar. 2020. “Adaptive Controls of FWER and FDR Under Block Dependence.” Journal of Statistical Planning and Inference, vol. 208, pp. 13-24.
Boxiang Dong, Hui Wang, Anna Monreale, Dino Pedreschi, Fosca Giannotti, Wenge Guo. 2020. “Authenticated Outlier Mining for Outsourced Databases.” IEEE Transactions on Dependable and Secure Computing, vol. 17, no. 2, pp. 222 - 235.
Yalin Zhu, Wenge Guo. 2020. “Familywise Error Rate Controlling Procedures for Discrete Data.” Statistics in Biopharmaceutical Research, vol. 12, pp. 117-128.
Anjana Grandhi, Wenge Guo, Joseph Romano. 2019. “Control of directional errors in fixed sequence multiple testing.” Statistica Sinica, vol. 29, pp. 1047-1064.
SHOW MORE
Sanat Sarkar, Aiying Chen, Li He, Wenge Guo. 2019. “Group Sequential BH and its Adaptive Versions Controlling the FDR.” Journal of Statistical Planning and Inference , vol. 199, pp. 219-235.
Gavin Lynch, Wenge Guo, Sanat Sarkar, Helmut Finner. 2017. “The control of the false discovery rate in fixed sequence multiple testing. .” Electronic Journal of Statistics, vol. 11, no. 2, pp. 4649-4673.
Sanat Sarkar, Yiyong Fu, Wenge Guo. 2016. “Improving Holm's procedure using pairwise dependencies.” Biometrika, vol. 103, pp. 237-243.
Anjana Grandhi, Wenge Guo, Shyamal Peddada. 2016. “A multiple pairwise comparisons reveals differential gene expression patterns and pathways in uterine fibroids by their size.” BMC Bioinformatics, vol. 17, no. 104.
Zhiying Qiu, Wenge Guo, Gavin Lynch. 2015. “On generalized fixed sequence procedures for controlling the FWER.” Statistics in Medicine, vol. 34, pp. 3968-3983.
Wenge Guo, Joseph Romano. 2015. “On stepwise control of directional errors under independence and some dependence.” Journal of Statistical Planning and Inference , vol. 163, pp. 21-33.
Wenge Guo, Li He, Sanat Sarkar. 2014. “Further results on controlling false discovery proportion.” Annals of Statistics, vol. 42, no. 3, pp. 1070--1101.
Sanat K. Sarkar, Jing Chen, Wenge Guo. 2013. “Controlling the false discovery rate in two-stage combination tests for multiple endpoints.” Journal of the American Statistical Association, vol. 108, no. 504, pp. 1385--1401.
Wenge Guo, Mingan Yang, Chuanhua Xing, Shyamal Peddada. 2012. “Analysis of high dimensional data using pre-defined set and subset information, with applications to genomic data.” BMC Bioinformatics, vol. 13, pp. 177.
Sanat K. Sarkar, Wenge Guo, Helmut Finner. 2012. “On adaptive procedures controlling the familywise error rate..” Journal of Statistical Planning and Inference, vol. 142, pp. 65-78.
Wenge Guo, M. Bhaskara Rao. 2010. “On stepwise control of the generalized familywise error rates.” Electronic Journal of Statistics, vol. 4, pp. 472–485.
Sanat K. Sarkar, Wenge Guo. 2010. “Procedures controlling generalized false discovery rate using bivariate distributions of the null p-values.” Statistica Sinica, vol. 20, no. 3, pp. 1227-1238.
Wenge Guo, Sanat K. Sarkar, Shyamal P. Peddada. 2010. “Controlling false discoveries in multidimensional directional decisions, with applications to gene expression data on ordered categories.” Biometrics, vol. 66, no. 2, pp. 485-492.
Wenge Guo. 2009. “ A note on adaptive Bonferroni and Holm's procedures under dependence.” Biometrika, vol. 96, no. 4, pp. 1012-1018.
Gavin Lynch, Wenge Guo, Sanat Sarkar, Helmut Finner. 2017. “The control of the false discovery rate in fixed sequence multiple testing. .” Electronic Journal of Statistics, vol. 11, no. 2, pp. 4649-4673.
Sanat Sarkar, Yiyong Fu, Wenge Guo. 2016. “Improving Holm's procedure using pairwise dependencies.” Biometrika, vol. 103, pp. 237-243.
Anjana Grandhi, Wenge Guo, Shyamal Peddada. 2016. “A multiple pairwise comparisons reveals differential gene expression patterns and pathways in uterine fibroids by their size.” BMC Bioinformatics, vol. 17, no. 104.
Zhiying Qiu, Wenge Guo, Gavin Lynch. 2015. “On generalized fixed sequence procedures for controlling the FWER.” Statistics in Medicine, vol. 34, pp. 3968-3983.
Wenge Guo, Joseph Romano. 2015. “On stepwise control of directional errors under independence and some dependence.” Journal of Statistical Planning and Inference , vol. 163, pp. 21-33.
Wenge Guo, Li He, Sanat Sarkar. 2014. “Further results on controlling false discovery proportion.” Annals of Statistics, vol. 42, no. 3, pp. 1070--1101.
Sanat K. Sarkar, Jing Chen, Wenge Guo. 2013. “Controlling the false discovery rate in two-stage combination tests for multiple endpoints.” Journal of the American Statistical Association, vol. 108, no. 504, pp. 1385--1401.
Wenge Guo, Mingan Yang, Chuanhua Xing, Shyamal Peddada. 2012. “Analysis of high dimensional data using pre-defined set and subset information, with applications to genomic data.” BMC Bioinformatics, vol. 13, pp. 177.
Sanat K. Sarkar, Wenge Guo, Helmut Finner. 2012. “On adaptive procedures controlling the familywise error rate..” Journal of Statistical Planning and Inference, vol. 142, pp. 65-78.
Wenge Guo, M. Bhaskara Rao. 2010. “On stepwise control of the generalized familywise error rates.” Electronic Journal of Statistics, vol. 4, pp. 472–485.
Sanat K. Sarkar, Wenge Guo. 2010. “Procedures controlling generalized false discovery rate using bivariate distributions of the null p-values.” Statistica Sinica, vol. 20, no. 3, pp. 1227-1238.
Wenge Guo, Sanat K. Sarkar, Shyamal P. Peddada. 2010. “Controlling false discoveries in multidimensional directional decisions, with applications to gene expression data on ordered categories.” Biometrics, vol. 66, no. 2, pp. 485-492.
Wenge Guo. 2009. “ A note on adaptive Bonferroni and Holm's procedures under dependence.” Biometrika, vol. 96, no. 4, pp. 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
Wenge Guo, Sanat Sarkar. 2014. “Stepdown procedures controlling a generalized false discovery rate.” In A. SenGupta, T. Samanta, and A. Basu (Eds.), pp. 53-70. Singapore, Singapore: World Scientific, 2014.
Nicolle Clements, Sanat Sarkar, Wenge Guo. 2012. “ Astronomical transient detection controlling the false discovery rate.” In Eric D. Feigelson and G. Jogesh Babu (Eds.), pp. 383-396. Springer, 2012.
Wenge Guo, Sanat K. Sarkar, Shyamal P. Peddada. 2011. “Adaptive multiple testing procedures under positive dependence.” In M. Bhattacharjee, S. Sunil, S. Subramanian (Eds.), pp. 27-41. , SINGAPORE : World Scientific Publishing Co. Pte. Ltd, 2011.
Nicolle Clements, Sanat Sarkar, Wenge Guo. 2012. “ Astronomical transient detection controlling the false discovery rate.” In Eric D. Feigelson and G. Jogesh Babu (Eds.), pp. 383-396. Springer, 2012.
Wenge Guo, Sanat K. Sarkar, Shyamal P. Peddada. 2011. “Adaptive multiple testing procedures under positive dependence.” In M. Bhattacharjee, S. Sunil, S. Subramanian (Eds.), pp. 27-41. , SINGAPORE : World Scientific Publishing Co. Pte. Ltd, 2011.