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Author:

Schuessler, Joseph

Title:

Adversarial Attacks and Defense in Long Short-Term Memory Recurrent Neural Networks

Graduate Program:

Electrical Engineering (MS)

Keywords:

Adversarial Attacks
Data Poisoning
Recurrent Neural Networks
LSTM
Deep Learning
Machine Learning

File:

Download SchuesslerThesis.pdf

Committee Members:

Kultegin Aydin, Program Head/Chair
David Jonathan Miller, Thesis Advisor/Co-Advisor
George Kesidis, Committee Member
Carina Pamela Curto, Committee Member

Author:

Li, Xuelu

Title:

Regularized Learning for Discriminative Problems in Image Recognition

Graduate Program:

Electrical Engineering (PHD)

Keywords:

Histopathological Image Classification
Fine-grained Image Classification
3-D Vessel Segmentation
Sparse Representation based Classification
Deep Learning
Shared Feature Learning

File:

Download xuelu_thesis.pdf

Committee Members:

Puneet Singla, Outside Unit & Field Member
William Higgins, Major Field Member
Vishal Monga, Chair & Dissertation Advisor
Kultegin Aydin, Program Head/Chair
Jing Yang, Major Field Member

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