1. Nonparametric Estimation of Sufficient Forecasting with a Diverging Number of Factors Open Access Author: Yu, Xiufan Title: Nonparametric Estimation of Sufficient Forecasting with a Diverging Number of Factors Graduate Program: Statistics Keywords: factor modelforecastingprincipal componentshigh-dimensional predictorsnonparametric estimationpredictive inference File: Download MSThesis.pdf Committee Members: Runze Li, Thesis Advisor/Co-AdvisorLingzhou Xue, Thesis Advisor/Co-AdvisorBing Li, Committee MemberEphraim Mont Hanks, Committee Member
2. 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
3. Multi-block ADMM Algorithms for High-dimensional Sparse Estimation Open Access Author: Wen, Jiawei Title: Multi-block ADMM Algorithms for High-dimensional Sparse Estimation Graduate Program: Statistics Keywords: Feature partitionAlternating direction method of multipliersHigh dimensional data File: Download jiawei_dissertation.pdf Committee Members: Runze Li, Dissertation Advisor/Co-AdvisorRunze Li, Committee Chair/Co-ChairEthan Xingyuan Fang, Committee Chair/Co-ChairLingzhou Xue, Committee MemberHelen Marie Kamens, Outside MemberEphraim Mont Hanks, Program Head/ChairEthan Xingyuan Fang, Dissertation Advisor/Co-Advisor
