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Start Over Committee Member Kultegin Aydin Committee Member Puneet Singla Keyword Deep Learning

1. Regularized Learning for Discriminative Problems in Image Recognition

open_access
Open Access
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

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