1. Exploiting user-generated data for knowledge discovery and recommendation Open Access Author: Liu, Haibin Title: Exploiting user-generated data for knowledge discovery and recommendation Graduate Program: Information Sciences and Technology Keywords: data miningmachine learningrecommender systemsocial mediauser-generated data File: Download Haibin-thesis.pdf Committee Members: Dongwon Lee, Dissertation Advisor/Co-AdvisorJohn Yen, Committee MemberGuoray Cai, Committee MemberFuqing Zhang, Committee Member
2. 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
3. Topics on Nonconvex Learning Open Access Author: Liu, Bingyuan Title: Topics on Nonconvex Learning Graduate Program: Statistics Keywords: Nonconvex optimizationmachine learningstatistical learningdeep learning File: Download Thesis_BingyuanLiu.pdf Committee Members: Lingzhou Xue, Dissertation Advisor/Co-AdvisorRunze Li, Committee MemberBing Li, Committee MemberYanyuan Ma, Committee MemberZihan Zhou, Outside MemberEphraim Mont Hanks, Program Head/ChairLingzhou Xue, Committee Chair/Co-Chair