Hanwen Huang

Epidemiology & Biostatistics
Associate Professor

Epidemiology & Biostatistics

  • PhD in Statistics, University of North Carolina at Chapel Hill
Areas of Expertise
  • Statistical machine learning and data mining
  • High dimensional data analysis
  • Bayesian statistics
  • Dynamic modeling
Course Instruction
  • Introductory Biostatistics I
  • Introductory Biostatistics II
  • Linear and Generalized Linear Models
  • Advanced Biostatistical Inference
Selected Publications

Hanwen Huang, Andreas Handel, Xiao Song, “A Bayesian approach to estimate parameters of ordinary differential equation,” Computational Statistics, 35, 1481-1499, 2020

Hanwen Huang, Qinglong Yang, “Large scale analysis of generalization error in learning using margin-based classification methods,” Journal of Statistical Mechanics: Theory and Experiment (2020), 103407, 2020

Hanwen Huang, “Asymptotic risk and phase transition of L_1-penalized robust estimator,” Annals of Statistics 48, 3090-3111, 2020

Hanwen Huang, “Controlling the false discoveries in LASSO,” Biometrics 73, 1102-1110, 2017

Hanwen Huang, “Asymptotic behavior of Support Vector Machine for spiked population model,” Journal of Machine Learning Research 18, 1-21, 2017

Hanwen Huang, “Regression in heterogeneous problems,” Statistica Sinica 27, 71-88, 2017

Zhongxue Chen, Hanwen Huang, Peihua Qiu, “Comparison of multiple hazard rate functions,” Biometrics 72, 39-45, 2016

Hanwen Huang, Yufeng Liu, Ming Yuan, and J. S. Marron, “Statistical Significance of Clustering using Soft Thresholding,” Journal of Computational and Graphical Statistics 24, 975-993, 2015

Hanwen Huang, Yufeng Liu, Ying Du, Charles M. Perou, D. Neil Hayes, Michael J. Todd, and J. S. Marron, “Multiclass Distance Weighted Discrimination,” Journal of Computational and Graphical Statistics 22, 953-969, 2013

Hanwen Huang, Yufeng Liu, and J. S. Marron, “Bi-Directional Discrimination with Application to Data Visualization,” Biometrika 99, 851-864, 2012

Hanwen Huang, Xiaosun Lu, Yufeng Liu, Perry Haaland, and J. S. Marron, “R/DWD: Distance Weighted Discrimination for Classification, Visualization and Batch Adjustment,” Bioinformatics 28, 1182-1183, 2012

Hanwen Huang, Haibo Zhou, Fuxia Cheng, Ina Hoeschele, Fei Zou, “Bayesian Semiparametric Quantitative Trait Loci Interval Mapping,” Biometrics 66, 222-232, 2010

Hanwen Huang, Fei Zou, Fred Wright, “Bayesian Analysis of Loss of Heterozygosity by Modeling of Frequency of Allelic Loss Data,” Journal of the American Statistical Association 102, 1245-1253, 2007