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. New Procedures for Cox's Model with High Dimensional Predicotrs Open Access Author: Yu, Ye Title: New Procedures for Cox's Model with High Dimensional Predicotrs Graduate Program: Statistics Keywords: Cox's modelPartial Likelihoodultrahigh dimensional survival datamodel selection consistencyPenalized Likelihood File: Download Ye_Dissertation.pdf Committee Members: Runze Li, Dissertation Advisor/Co-AdvisorMatthew Logan Reimherr, Committee MemberLingzhou Xue, Committee MemberLan Kong, Committee Member