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Start Over Year 2015 Committee Member Necdet S Aybat Access Level open_access

1. Comparison of variable penalry ADMM with Split Bregman Method on hyperspectral imaging problems

open_access
Open Access
Author:
Jiang, Chunzhi
Title:
Comparison of variable penalry ADMM with Split Bregman Method on hyperspectral imaging problems
Graduate Program:
Industrial Engineering
Keywords:
ADMM
Split Bregman Method
Hyperspectral Imaging
L1 Regularization
File:
Download Jiang_Thesis_Final.pdf
Committee Members:
Necdet S Aybat, Thesis Advisor/Co-Advisor
George Kesidis, Thesis Advisor/Co-Advisor
Harriet Black Nembhard, Thesis Advisor/Co-Advisor

2. nonsmooth optimization with applications in network design and machine learning

open_access
Open Access
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

3. From Data to Interventions: Using System Identification and Robust Control Algorithms to Design Effective Treatments

open_access
Open Access
Author:
Bekiroglu, Korkut
Title:
From Data to Interventions: Using System Identification and Robust Control Algorithms to Design Effective Treatments
Graduate Program:
Electrical Engineering
Keywords:
Adaptive Intervention
Robust Treatment Design
System Identification
Atomic Norm
min-max Structured Robust Optimization
File:
Download Korkut_Dissertation.pdf
Committee Members:
Constantino Manuel Lagoa, Dissertation Advisor/Co-Advisor
Constantino Manuel Lagoa, Committee Chair/Co-Chair
Minghui Zhu, Committee Member
Kenneth Jenkins, Committee Member
Stephanie Trea Lanza, Committee Member
Necdet S Aybat, Special Member

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

open_access
Open Access
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

6. Heavy Traffic Limits for Fork-Join Networks with Synchronization Constraints

open_access
Open Access
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