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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:

Davanloo Tajbakhsh, Sam

Title:

On Convex Optimization Methods for Fitting Spatial Statistical Models to Large Data Sets

Graduate Program:

Industrial Engineering

Keywords:

Convex Optimization
Gaussian Random Field
Spatial Statistics
Alternating Direction Method of Multipliers
ADMM.

File:

Download SamDavanloo-Dissertation.pdf

Committee Members:

Enrique Del Castillo, Dissertation Advisor/Co-Advisor
Necdet S Aybat, Dissertation Advisor/Co-Advisor
Vinayak V Shanbhag, Committee Member
James Landis Rosenberger, Committee Member
Murali Haran, Committee Member

Author:

Lu, Hongyuan

Title:

Heavy Traffic Limits for Fork-Join Networks with Synchronization Constraints

Graduate Program:

Industrial Engineering

Keywords:

fork-join networks
non-exchangeable synchronization
generalized Kiefer process
multiparameter sequential empirical process

File:

Download Dissertation_HongyuanLu.pdf

Committee Members:

Guodong Pang, Dissertation Advisor/Co-Advisor
Necdet S Aybat, Committee Member
Manfred Heinz Denker, Committee Member
Paul Griffin, Committee Member
Vinayak V Shanbhag, Committee Member