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Author:

Ayub, Ali

Title:

Few-Shot Continual Learning of Visual Concepts

Graduate Program:

Electrical Engineering

Keywords:

Continual Learning
Catastrophic Forgetting
Human-Robot Interaction
Self-Supervised Learning
Curiosity-Driven Learning
Cognitively-Inspired Learning
Robotics
Machine Learning
Computer Vision

File:

Download PhD_Thesis___Ali_Ayub.pdf

Committee Members:

Sven G Bilen, Dissertation Advisor/Co-Advisor
Sven G Bilen, Committee Chair/Co-Chair
Minghui Zhu, Committee Member
Vishal Monga, Committee Member
Elisabeth Karuza, Outside Member
Alan R. Wagner, Dissertation Advisor/Co-Advisor
Alan Richard Wagner, Committee Chair/Co-Chair
Kultegin Aydin, Program Head/Chair

Author:

Meng, Xinxing

Title:

Improving the Performance of Magnetic Resonance Systems using Feedback Control

Graduate Program:

Electrical Engineering (PHD)

Keywords:

QR Detection
Reducing AM RFI
RF Pulse Sequence Manipulation
Feedback Control
Magnetic Field Fluctuations
Flux Regulation
Powered Magnet
35.2-T Series-Connected Hybrid Magnet
MRI

File:

No files available due to restrictions.

Committee Members:

Minghui Zhu, Major Field Member
Constantino Lagoa, Major Field Member
Patrick Lenahan, Outside Unit & Field Member
Thomas Neuberger, Outside Field Member
Jeffrey Schiano, Chair & Dissertation Advisor
Kultegin Aydin, Program Head/Chair

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

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