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Author:

Yazdani, Amirsaeed

Title:

Training-Robust Design of Deep Neural Networks for Imaging and Vision

Graduate Program:

Electrical Engineering (PHD)

Keywords:

Computer Vision
Image Processing
Artificial Intelligence
Deep Learning
Neural Networks
Photoacoustic Target Localization
Image Relighting
Active Learning
Semantic Segmentation

File:

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Committee Members:

Madhavan Swaminathan, Program Head/Chair
Robert Collins, Major Field Member
William Higgins, Major Field Member
Houtan Jebelli, Outside Unit & Field Member
Vishal Monga, Chair & Dissertation Advisor

Author:

Navagato, Marc Dominic

Title:

Defect Identification in Dielectric and Composite Materials Using Noise-Based Microwave Nondestructive Testing Techniques

Graduate Program:

Electrical Engineering (PHD)

Keywords:

Nondestructive Testing
Microwave Testing
Neural Networks
Dimensionality Reduction
Noise Radar
Noise Waveforms
Microwave Nondestructive Testing
Stacked Autoencoders
Anomaly Detection

File:

Download PhD_Dissertation_Navagato.pdf

Committee Members:

Michael Lanagan, Outside Unit & Field Member
Ram Narayanan, Chair & Dissertation Advisor
Julio Urbina, Major Field Member
David Jenkins, Major Field Member
Kultegin Aydin, Program Head/Chair

Author:

Rosenau, Joshua

Title:

Using Neural Networks for Crosstalk Compensation in High Speed, MIMO, Single Ended DDR5 Channels

Graduate Program:

Electrical Engineering (MS)

Keywords:

Far end crosstalk
DDR5
Neural Networks
High Speed
Single Ended
Multi-input Multi-output
MIMO
Transmission Lines

File:

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Committee Members:

Rafic Bachnak, Professor in Charge/Director of Graduate Studies
Aldo W Morales, Thesis Advisor/Co-Advisor
Truong Xuan Tran, Committee Member
Sedig Salem Agili, Thesis Advisor/Co-Advisor

Author:

Srivastava, Divyanshi

Title:

Computational Methods For Characterizing The Sequence And Chromatin Determinants Of Transcription Factor Binding

Graduate Program:

Bioinformatics and Genomics (PhD)

Keywords:

Transcription Factors
Gene Regulation
Chromatin
Neural Networks
Neural Networks for Biological Sequences
Interpretable Models For DNA Sequences
Protein-DNA Binding

File:

Download Srivastava-Dissertation-Revised-2021-July.pdf

Committee Members:

Frank Pugh, Major Field Member
Shaun Mahony, Chair & Dissertation Advisor
Ross Hardison, Outside Field Member
Daniel Kifer, Outside Unit Member
George Perry, 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