Search

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:

Wang, Xue

Title:

HIGH DIMENSIONAL STATISTICAL LEARNING AND DECISION MAKING

Graduate Program:

Industrial Engineering

Keywords:

High Dimensional Learning
Statistical Learning
Decision Making
Optimization

File:

Download Xue_Wang_Dissertation.pdf

Committee Members:

Tao Yao, Dissertation Advisor/Co-Advisor
Tao Yao, Committee Chair/Co-Chair
Vinayak V Shanbhag, Committee Member
Runze Li, Committee Member
Xingyuan Fang, Outside Member

Author:

Song, Wenjing

Title:

Statistical learning of dynamic transportation models

Graduate Program:

Industrial Engineering

Keywords:

Statistical learning
Kriging
Dynamic traffic assignment
Dynamic network loading
Dynamic user equilibrium
Big data

File:

Download Dissertation_final-Wenjing_Song.pdf.pdf

Committee Members:

Terry Lee Friesz, Dissertation Advisor/Co-Advisor
Terry Lee Friesz, Committee Chair/Co-Chair
Enrique Del Castillo, Committee Member
Runze Li, Committee Member
Vikash V. Gayah, Outside Member
Steven James Landry, Program Head/Chair
Vinayak Uday Shanbhag, 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