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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:

Taher, Abdullah

Title:

Enhanced Synthetic Aperture Radar (SAR) Imaging of Moving Targets Using the Deterministic Annealing Probabilistic Multi-Hypothesis Tracker (DAPMHT) Approach

Graduate Program:

Electrical Engineering (PHD)

Keywords:

Synthetic aperture radar (SAR)
Moving target imaging
Tracking
Extended targets imaging
Point targets imaging
Maneuvering target
DAPMHT/RDA algorithm
Motion parameters estimation
Focus image

File:

Download Abdullah_Dissertation.pdf

Committee Members:

Michael Lanagan, Outside Unit & Field Member
Ram Narayanan, Chair & Dissertation Advisor
Julio Urbina, Major Field Member
Vishal Monga, Major Field 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