1. nonsmooth optimization with applications in network design and machine learning Open Access Author: Liu, Hongcheng Title: nonsmooth optimization with applications in network design and machine learning Graduate Program: Industrial Engineering Keywords: Nonsmooth optimizationmachine learningnetwork designfolded concave penaltysparse recovery File: Download HongchengLiu_new-Dissertation-copy.pdf Committee Members: Tao Yao, Committee Chair/Co-ChairTerry Lee Friesz, Committee Chair/Co-ChairNecdet S Aybat, Committee MemberRunze Li, Committee Member
2. New Statistical Tools for High-dimensional Data Modeling Open Access Author: Liu, Wanjun Title: New Statistical Tools for High-dimensional Data Modeling Graduate Program: Statistics Keywords: High-dimensional dataHypothesis testingFeature screeningRegularized method File: Download Wanjun_Dissertation.pdf Committee Members: Runze Li, Dissertation Advisor/Co-AdvisorRunze Li, Committee Chair/Co-ChairLingzhou Xue, Committee MemberXingyuan Fang, Committee MemberTao Yao, Outside Member