1. Variable Selection in Robust Linear Models Open Access Author: Kai, Bo Title: Variable Selection in Robust Linear Models Graduate Program: Statistics Keywords: robust regressionlinear modelsvariable selectionSS penaltyoracle property File: Download MSThesis_Bo.pdf Committee Members: Runze Li, Thesis Advisor/Co-AdvisorRunze Li, Thesis Advisor/Co-Advisor
2. Matrix Distances With their Application to Finding Directional Deviations from normality in High-Dimensional Data Open Access Author: Hui, Guodong Title: Matrix Distances With their Application to Finding Directional Deviations from normality in High-Dimensional Data Graduate Program: Statistics Keywords: non-normal directionquadratic distanceeigenanalysisFisher informationprojection pursuitmixture model File: Download phd_thesis_guodong_hui.pdf Committee Members: Bruce G Lindsay, Committee Chair/Co-ChairThomas P Hettmansperger, Committee MemberRunze Li, Committee MemberJesse Louis Barlow, Committee Member
3. Dimension Reduction for the Conditional Kth Moment via Central Solution Space Open Access Author: Dong, Yuexiao Title: Dimension Reduction for the Conditional Kth Moment via Central Solution Space Graduate Program: Statistics Keywords: dimension reduction spacecentral spacecentral solution spacecentral kth moment solution spacecentral kth moment space File: Download dong_master.pdf Committee Members: Bing Li, Thesis Advisor/Co-AdvisorBing Li, Thesis Advisor/Co-AdvisorRunze Li, Thesis Advisor/Co-Advisor
4. Local Modeling For Data With Autocorrelations Open Access Author: Li, Yan Title: Local Modeling For Data With Autocorrelations Graduate Program: Statistics Keywords: MultivariateAutoregressionsNonoparametric modelsVariable Selection File: Download Yan_Li_Thesis.pdf Committee Members: Runze Li, Committee Chair/Co-ChairNaomi S Altman, Committee MemberDavid Russell Hunter, Committee MemberJingzhi Huang, Committee Member
5. Conditional Quantile Estimation with Neural Network Structure Open Access Author: Feng, Yijia Title: Conditional Quantile Estimation with Neural Network Structure Graduate Program: Statistics Keywords: Nonparametric RegressionQuantile RegressionNeural NetworkRobust Estimation File: Download ms_Feng.pdf Committee Members: Dr Runze Li, Thesis Advisor/Co-AdvisorRunze Li, Thesis Advisor/Co-Advisor