1. Regularization Parameter Selection for Variable Selection in High-dimensional Modelling Open Access Author: Zhang, Yiyun Title: Regularization Parameter Selection for Variable Selection in High-dimensional Modelling Graduate Program: Statistics Keywords: GLIMLASSOPenalized LikelihoodSCADVariable Selection File: Download yiyun_phd_final.pdf Committee Members: Prof Runze Li, Dissertation Advisor/Co-AdvisorRunze Li, Committee Chair/Co-ChairBing Li, Committee MemberDavid Russell Hunter, Committee MemberVernon Michael Chinchilli, Committee Member
2. Dimension Reduction for Non-elliptically Distributed Predictors Open Access Author: Dong, Yuexiao Title: Dimension Reduction for Non-elliptically Distributed Predictors Graduate Program: Statistics Keywords: central spacedimension reductionsolution spacenon-ellipticity File: Download dong_phd.pdf Committee Members: Bing Li, Committee Chair/Co-ChairMichael G. Akritas, Committee MemberRunze Li, Committee MemberDennis K. J. Lin, Committee Member