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Start Over Degree PHD Committee Member Kultegin Aydin Keyword Optimization

1. Convex Formulations of Probability Maximization Problems: Stochastic Approximation Frameworks and Applications

open_access
Open Access
Author:
Bardakci, Ibrahim Ekrem
Title:
Convex Formulations of Probability Maximization Problems: Stochastic Approximation Frameworks and Applications
Graduate Program:
Electrical Engineering
Keywords:
Probability maximization
Optimization
Stochastic Approximation
Risk Minimization
Controller Design
File:
Download ieb_Dissertation_final.pdf
Committee Members:
Constantino Manuel Lagoa, Dissertation Advisor/Co-Advisor
Constantino Manuel Lagoa, Committee Chair/Co-Chair
Vinayak V Shanbhag, Outside Member
Minghui Zhu, Committee Member
Jing Yang, Committee Member
Kultegin Aydin, Program Head/Chair

2. Investigation of Deep Neural Networks From Control and Optimization Perspectives

open_access
Open Access
Author:
Saab, Samer
Title:
Investigation of Deep Neural Networks From Control and Optimization Perspectives
Graduate Program:
Electrical Engineering (PHD)
Keywords:
Deep Learning
Neural Networks
Optimization
Control Theory
First-order Gradient Descent
Heavy-ball Optimizer
Recurrent Neural Networks
State-space Representations
File:
Download SamerSaabJr_Dissertation.pdf
Committee Members:
Minghui Zhu, Co-Chair & Dissertation Advisor
Shashi Phoha, Co-Chair of Committee
Puneet Singla, Outside Unit & Field Member
Nilanjan Ray Chaudhuri, Major Field Member
Asok Ray, Major Field Member & Dissertation Advisor
Kultegin Aydin, Program Head/Chair