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Author:

Wang, Zhilong

Title:

Deep Learning for Security-oriented Program Analysis

Graduate Program:

Informatics (PHD)

Keywords:

Deep Learning
Software Security
Program Analysis
Binary Analysis

File:

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Committee Members:

Jeffrey Bardzell, Program Head/Chair
Peng Liu, Chair & Dissertation Advisor
Suhang Wang, Major Field Member
Sencun Zhu, Outside Unit & Field Member
Amulya Yadav, Major Field Member

Author:

Xue, Yuan

Title:

Deep Generative Models for Medical Images and Beyond

Graduate Program:

Information Sciences and Technology

Keywords:

Deep Learning
Computer Vision
Generative Models
Medical Image Analysis

File:

Download Deep_Generative_Models_for_Medical_Images_and_Beyond.pdf

Committee Members:

Sharon Xiaolei Huang, Dissertation Advisor/Co-Advisor
Sharon Xiaolei Huang, Committee Chair/Co-Chair
Zihan Zhou, Committee Member
Ting Wang, Committee Member
Robert Collins, Outside Member
James Duncan, Special Member
Mary Beth Rosson, Program Head/Chair

Author:

Xu, Fangcao

Title:

Multi-Geometry Atmospheric Correction and Target Spectra Retrieval from Hyperspectral Images via Deep Learning

Graduate Program:

Geography (PHD)

Keywords:

hyperspectral image
Longwave Infrared
Visible and Near Infrared
Atmospheric Correctioin
Target Detection
Deep Learning
Convolutional Neural Network

File:

Download Dissertation_FangcaoXu.pdf

Committee Members:

Douglas Miller, Major Field Member
Guido Cervone, Chair, Minor Member & Dissertation Advisor
Andrew Carleton, Major Field Member
Christelle Wauthier, Outside Unit & Field Member
Brian King, Program Head/Chair

Author:

Almadih, Mustafa

Title:

Acoustic Analysis and Detection of the Effects of Vapor-Liquid Interfacial Morphology on Pool-Boiling Heat Transfer for Different Materials

Graduate Program:

Mechanical Engineering (PHD)

Keywords:

Pool Boiling
Acoustic Analysis
Digital Signal Processing Tools
Boiling Regimes Identification
Deep Learning

File:

Download Mustafa_almadih-Dissertation.pdf

Committee Members:

Minghui Zhu, Outside Unit & Field Member
Fan-Bill Cheung, Chair & Dissertation Advisor
Stephen M. Bajorek, Special Member
Christopher Rahn, Major Field Member
Daniel Cortes Correales, Major Field Member
Daniel Connell Haworth, Program Head/Chair

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:

Rao, Aniruddha Rajendra

Title:

Statistical Methods for Non-Linear Modeling in Functional Data

Graduate Program:

Statistics (PHD)

Keywords:

Functional Data
Neural Network
Deep Learning
Non-Linear Modeling
Imputation

File:

Download Defense_Document_Aniruddha.pdf

Committee Members:

Lin Lin, Major Field Member
Suhang Wang, Outside Unit & Field Member
Jia Li, Major Field Member
Matthew Reimherr, Chair & Dissertation Advisor
Ephraim Hanks, 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