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Author:

Singal, Garima

Title:

Essays in Applied Machine Learning and Economics

Graduate Program:

Economics (PHD)

Keywords:

Machine Learning
Deep Learning
Computer Vision
Pollution Estimation

File:

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Committee Members:

Marc Albert Henry, Professor in Charge/Director of Graduate Studies
Marc Henry, Major Field Member
Keisuke Hirano, Major Field Member
Manzhu Yu, Outside Unit & Field Member
Minas Sifakis, Special Member
Michael Gechter, Chair & Dissertation Advisor

Author:

Kumar, Adithya

Title:

Leveraging Heterogeneity in Designing Systems For Emerging Datacenter Applications

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Heterogeneity
Tail Latency
Deep Learning
SmartNIC
GPU

File:

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Committee Members:

Chitaranjan Das, Program Head/Chair
Timothy Zhu, Co-Chair of Committee
Bhuvan Urgaonkar, Major Field Member
Anand Sivasubramaniam, Co-Chair & Dissertation Advisor
Qian Wang, Outside Unit & Field Member

Author:

Hall, Kenneth

Title:

Neural Dynamic Mode Decomposition

Graduate Program:

Engineering Science and Mechanics (PHD)

Keywords:

Deep Learning
Neural Network
Dynamic Mode Decomposition
Koopman Operator Theory
Dynamical Systems
NDMD
Acoustic Classification

File:

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Committee Members:

Albert Segall, Program Head/Chair
Joseph Cusumano, Major Field Member
Bruce Gluckman, Chair & Dissertation Advisor
Pierre-Emmanuel Jabin, Outside Unit & Field Member
Joonho Daniel Park, Special Member
Francesco Costanzo, Major Field Member

Author:

Metwaly, Kareem

Title:

Explainable, Informed Deep Learning For Signal And Image Estimation

Graduate Program:

Electrical Engineering (PHD)

Keywords:

Deep Learning
Neural Network
Image Processing
Signal Processing
Algorithm Unrolling
Dehazing
Beampattern Design
Classification
Computer Vision
Attribute Prediction
Prior Guided
Informed Learning
Estimation

File:

Download KareemMetwaly.pdf

Committee Members:

Abhronil Sengupta, Major Field Member
William Higgins, Major Field Member
Vikash Gayah, Outside Unit & Field Member
Vishal Monga, Chair & Dissertation Advisor
Thomas La Porta, Program Head/Chair

Author:

Heebner, Jessica

Title:

Visual Proteomics of Neuronal Growth Cones: Deep Learning Segmentation for Large Scale Analysis of Cryo-Electron Tomograms

Graduate Program:

Biomedical Sciences (PHD)

Keywords:

cryoEM
cryoET
Deep Learning
Image Segmentation
Growth Cones
Proteomics
Actin
Cofilactin
TriC/CCT
Tomography

File:

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Committee Members:

David Degraff, Co-Chair & Outside Field Member
Richard Mailman, Outside Unit Member
Matthew Swulius, Chair & Dissertation Advisor
Maria Bewley, Major Field Member
Fang Tian, Major Field Member
Lisa Shantz, Program Head/Chair

Author:

Xu, Dongkuan

Title:

Resource-efficient Deep Learning: Democratizing AI at Scale

Graduate Program:

Information Sciences and Technology (PHD)

Keywords:

Deep Learning
Democratization
Efficient
Artificial Intelligence
Model Compression
Graph Neural Network
Acceleration

File:

Download PhD_dessertation_Dongkuan_Xu_Resource_efficient_Deep_Learning_FinalVersion.pdf

Committee Members:

Dongwon Lee, Major Field Member
Xiang Zhang, Chair & Dissertation Advisor
Xiao Liu, Outside Unit & Field Member
Mary Beth Rosson, Program Head/Chair
Suhang Wang, Major Field Member

Author:

Mahmud, Md Sultan

Title:

STUDY OF CORE TECHNOLOGIES IN TREE CANOPY PARAMETER MEASUREMENTS FOR DEVELOPING AN ADVANCED PRECISION SPRAYER

Graduate Program:

Agricultural and Biological Engineering (PHD)

Keywords:

Tree Canopy Sensing
Canopy Density Measurement
Canopy Volume Measurement
LiDAR Sensing
Camera Vision System
Deep Learning
Unmanned Aerial Vehicle
Precision Spraying
Site-Specific Management
Precision Crop Protection

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Committee Members:

Long He, Chair & Dissertation Advisor
Daeun Choi, Major Field Member
Grzegorz Krawczyk, Outside Unit & Field Member
Paul Heinemann, Major Field Member
Heping Zhu, Special Member
Suat Irmak, Program Head/Chair

Author:

Tan, Tianxiang

Title:

Deep learning on Mobile Devices with Neural Processing Units

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Mobile computing
Edge computing
Deep Learning

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Committee Members:

Bhuvan Urgaonkar, Major Field Member
Suhang Wang, Outside Unit & Field Member
Mahanth Gowda, Major Field Member
Guohong Cao, Chair & Dissertation Advisor
Chitaranjan Das, Program Head/Chair

Author:

Jenkins, Porter

Title:

Towards Sample Efficiency in Deep Learning

Graduate Program:

Information Sciences and Technology

Keywords:

Deep Learning
Machine Learning
Bayesian
Representation Learning

File:

Download Final_Defense__Towards_Statistical_Efficiency_in_Deep_Learning.pdf

Committee Members:

Jessie Li, Dissertation Advisor/Co-Advisor
Jessie Li, Committee Chair/Co-Chair
Suhang Wang, Committee Member
Zihan Zhou, Committee Member
Ephraim Mont Hanks, Outside Member
Vasant Gajanan Honavar, Program Head/Chair

Author:

Gupta, Shantanu

Title:

Predicting Driver's Takeover Decisions in a Conditionally Automated Vehicle with Gaze Based Deep Learning Architectures

Graduate Program:

Industrial Engineering (MS)

Keywords:

Conditionally Automated Vehicles
Machine Learning
Deep Learning
Situational Awareness
Takeover Performance

File:

Download Shantanu_Masters_Thesis.pdf

Committee Members:

Yiqi Zhang, Thesis Advisor/Co-Advisor
Vittaldas V Prabhu, Committee Member
Steven Landry, Program Head/Chair

Author:

Wang, Zhilong

Title:

Deep Learning for Security-oriented Program Analysis

Graduate Program:

Informatics (PHD)

Keywords:

Deep Learning
Software Security
Program Analysis
Binary Analysis

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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