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Author:

Luo, Junyu

Title:

Advancing Predictive Models in Healthcare: From Single to Multi-Modality

Graduate Program:

Informatics (PHD)

Keywords:

Healthcare Data
Predictive Model
Deep Learning

File:

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Committee Members:

Dongwon Lee, Professor in Charge/Director of Graduate Studies
Sharon Huang, Major Field Member
Fenglong Ma, Chair & Dissertation Advisor
Rui Zhang, Outside Unit & Field Member
Lu Lin, Major Field Member

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

Author:

Wu, Chenyan

Title:

Spatial, Temporal, and Morphological Perspectives: Advancing Understanding of Visual Data Depicting Humans

Graduate Program:

Information Sciences and Technology (PHD)

Keywords:

Computer Vision
Deep Learning
Bodily Expressed Emotion Understanding
Human Pose Estimation
Human Orientation Estimation
Placenta

File:

Download Chenyan_Thesis_final_submission.pdf

Committee Members:

James Wang, Chair & Dissertation Advisor
Sharon Huang, Major Field Member
Alison Gernand, Outside Unit & Field Member
Jeffrey Bardzell, Program Head/Chair
C Lee Giles, Major Field Member

Author:

Khan, Md Fahim

Title:

Constraint Driven Multimodal Edge Intelligence

Graduate Program:

Electrical Engineering (PHD)

Keywords:

Quantization
Mixed Precision
Deep Learning
Online Learning
Quantization
Mixed Precision
Deep Learning
Computer Vision
Online Learning
ReRAM
Crossbar
Energy Harvesting
Power Predictor
Depth Completion
Generative Adversarial Networks
GAN
Image Compression
Sensor Sampling
Sparse Depth
Multimodal Sensing
Sensor Fusion
Sensor Failure
Robustness

File:

Download PSUThesis_Faysal.pdf

Committee Members:

Madhavan Swaminathan, Program Head/Chair
Vijaykrishnan Narayanan, Chair & Dissertation Advisor
Abhronil Sengupta, Major Field Member
Mehrdad Mahdavi, Major Field Member
Hadi Hosseini, Outside Unit & Field Member
Siddharth Advani, Special Member