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Author:

Liu, Hongcheng

Title:

nonsmooth optimization with applications in network design and machine learning

Graduate Program:

Industrial Engineering

Keywords:

Nonsmooth optimization
machine learning
network design
folded concave penalty
sparse recovery

File:

Download HongchengLiu_new-Dissertation-copy.pdf

Committee Members:

Tao Yao, Committee Chair/Co-Chair
Terry Lee Friesz, Committee Chair/Co-Chair
Necdet S Aybat, Committee Member
Runze Li, Committee Member

Author:

Xie, Yue

Title:

On addressing nonconvexity, stochasticity and complementarity in mathematical optimization

Graduate Program:

Industrial Engineering

Keywords:

nonconvex optimization
stochastic optimization
statistical learning
algorithm
variational inequality
robust optimization

File:

Download Yue_Xie-Disseration_finalsubmitted_.pdf

Committee Members:

Uday V Shanbhag, Dissertation Advisor/Co-Advisor
Uday V Shanbhag, Committee Chair/Co-Chair
Necdet S Aybat, Committee Member
Tao Yao, Committee Member
Runze Li, Outside Member
Ethan Fang, Committee Member

Author:

Li, Hang

Title:

On Active Learning Methods for Manifold Data

Graduate Program:

Industrial Engineering

Keywords:

Active Learning
Manifold Learning
Design of Experiment
High-Dimensional Data Analysis

File:

Download Dissertation_Final__1_.pdf

Committee Members:

Enrique Del Castillo, Dissertation Advisor/Co-Advisor
Enrique Del Castillo, Committee Chair/Co-Chair
Necdet S Aybat, Committee Member
Qiushi Chen, Committee Member
Runze Li, Outside Member
Steven James Landry, Program Head/Chair