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Start Over Graduate Program Industrial Engineering Committee Member Necdet S Aybat

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

4. 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

5. 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

6. On the Analysis of Data-driven and Distributed Algorithms for Convex Optimization Problems

open_access
Open Access
Author:
Ahmadi, Hesamoddin
Title:
On the Analysis of Data-driven and Distributed Algorithms for Convex Optimization Problems
Graduate Program:
Industrial Engineering
Keywords:
Optimization and learning
distributed optimization in power system
convex optimization
augmented Lagrangian
File:
Download HesamAhmadi-Dissertation.pdf
Committee Members:
Vinayak V Shanbhag, Dissertation Advisor/Co-Advisor
Necdet S Aybat, Committee Member
Guodong Pang, Committee Member
Minghui Zhu, Committee Member

7. First-Order Methods for Large Scale Convex Optimization

open_access
Open Access
Author:
Wang, Zi
Title:
First-Order Methods for Large Scale Convex Optimization
Graduate Program:
Industrial Engineering
Keywords:
first-order methods
convex optimization
distributed optimization
convex regression
multi-agent consensus optimization
File:
Download Dissertation_Zi_Wang.pdf
Committee Members:
Necdet S Aybat, Dissertation Advisor/Co-Advisor
Necdet S Aybat, Committee Chair/Co-Chair
Vinayak V Shanbhag, Committee Member
Enrique del Castillo, Committee Member
Constantino Manuel Lagoa, Outside Member

8. On addressing nonconvexity, stochasticity and complementarity in mathematical optimization

open_access
Open Access
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

9. Primal-Dual Methods for Saddle-Point Problems with Applications to Decentralized Constrained Convex Optimization

open_access
Open Access
Author:
Yazdandoost Hamedani, Erfan
Title:
Primal-Dual Methods for Saddle-Point Problems with Applications to Decentralized Constrained Convex Optimization
Graduate Program:
Industrial Engineering
Keywords:
saddle-point problem
primal-dual algorithm
decentralized optimization
convex optimization
time-varying network
File:
Download Dissertation_Manuscript_Erfan.pdf
Committee Members:
Necdet S Aybat, Dissertation Advisor/Co-Advisor
Necdet S Aybat, Committee Chair/Co-Chair
Vinayak V Shanbhag, Committee Member
Xingyuan Fang, Committee Member
Constantino Manuel Lagoa, Outside Member
Ling Rothrock, Program Head/Chair

10. Variance-reduced First-Order Methods for Convex Stochastic Optimization and Monotone Stochastic Variational Inequality Problems

open_access
Open Access
Author:
Jalilzadeh, Afrooz
Title:
Variance-reduced First-Order Methods for Convex Stochastic Optimization and Monotone Stochastic Variational Inequality Problems
Graduate Program:
Industrial Engineering
Keywords:
Stochastic Optimization
Convex Optimization
Stochastic Approximation
Nonsmooth Optimization
Stochastic Variational Inequality
File:
Download Afrooz_Jalilzadeh_PhD_dissertation.pdf
Committee Members:
Vinayak V Shanbhag, Dissertation Advisor/Co-Advisor
Vinayak V Shanbhag, Committee Chair/Co-Chair
Necdet S Aybat, Committee Member
Eunhye Song, Committee Member
Xingyuan Fang, Outside Member
Ling Rothrock, Program Head/Chair