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Author:

Leng, Shiyang

Title:

Energy Cooperation and Information Freshness in Wireless Networks

Graduate Program:

Electrical Engineering

Keywords:

wireless communications
energy harvesting
wireless energy transfer
information freshness
age of information
game theory
Stackelberg game
machine learning
deep reinforcement learning
stochastic geometry
dynamic programming

File:

Download ShiyangLengDissertationFinal.pdf

Committee Members:

Aylin Yener, Dissertation Advisor/Co-Advisor
Aylin Yener, Committee Chair/Co-Chair
Thomas F La Porta, Committee Member
Viveck Ramesh Cadambe, Committee Member
Vinayak V Shanbhag, Outside Member
Ludmil Tomov Zikatanov, Outside Member
Kultegin Aydin, Program Head/Chair

Author:

Zhou, Keren

Title:

machine learning-enhanced dynamic laser speckle imaging for rapid antimicrobial susceptibility testing

Graduate Program:

Electrical Engineering

Keywords:

Antibacterial susceptibility testing
phenotype
bacteria
laser speckle imaging
machine learning

File:

Download Ms_kz_v3.pdf

Committee Members:

Seyedehaida Ebrahimi, Thesis Advisor/Co-Advisor
Zhiwen Liu, Committee Member
Kultegin Aydin, Program Head/Chair

Author:

Xiao, Yifei

Title:

Monitoring Sleep Quality Using Smartwatches

Graduate Program:

Computer Science and Engineering

Keywords:

smartwatch
mobile health
mobile computing
machine learning
sleep quality

File:

Download Thesis_Yifei_Xiao.pdf

Committee Members:

Guohong Cao, Thesis Advisor/Co-Advisor
Sencun Zhu, Committee Member
Chitaranjan Das, Program Head/Chair

Author:

Fu, Tao Yang

Title:

GRAPH AND TRAJECTORY MINING: FRAMEWORKS,ALGORITHMS AND APPLICATIONS

Graduate Program:

Computer Science and Engineering

Keywords:

machine learning
representation learning
neural network
network data
trajectory data
spatio-temporal data
node classification
link prediction
travel time estmiation
route planning

File:

Download dissertation_final.pdf

Committee Members:

Wang-Chien Lee, Dissertation Advisor/Co-Advisor
Wang-Chien Lee, Committee Chair/Co-Chair
Sencun Zhu, Committee Member
Kamesh Madduri, Committee Member
Jia Li, Outside Member
Zhen Lei, Dissertation Advisor/Co-Advisor
Paul Medvedev, Committee Member
Chitaranjan Das, Program Head/Chair
Zhen Lei, Committee Chair/Co-Chair

Author:

Cao, Jeffery

Title:

Utilizing Generative Aversarial Networks To Generate Training Data From Text

Graduate Program:

Computer Science

Keywords:

Generative Adversarial Network
GAN
text-to-image GAN
zero-shot
machine learning
image classification

File:

Download master.pdf

Committee Members:

Thomas F La Porta, Thesis Advisor/Co-Advisor
Chitaranjan Das, Program Head/Chair
Ting He, Committee Member

Author:

Noble, Joshua

Title:

Applied Numerical Methods in Characterizing Optical Nanomaterials and Nanostructures

Graduate Program:

Electrical Engineering

Keywords:

holography
optics
pulse reconstruction
ultrafast
near field
numerical methods
machine learning
nonlinear
nanostructures
2d materials

File:

Download Noble_Dissertation_2020_final.pdf

Committee Members:

Zhiwen Liu, Dissertation Advisor/Co-Advisor
Zhiwen Liu, Committee Chair/Co-Chair
Timothy Joseph Kane, Committee Member
Xingjie Ni, Committee Member
Sri-Rajasekhar Kothapalli, Outside Member
Hans Hallen, Special Member
Kultegin Aydin, Program Head/Chair

Author:

Pezanowski, Scott

Title:

Artificial Intelligence and Human Intelligence to Derive Meaningful Information on Geographic Movement Described in Text

Graduate Program:

Informatics

Keywords:

geographic movement
geovisual analytics
machine learning
natural language processing
big data analytics
geographic movement
geovisual analytics
machine learning
natural language processing
big data analytics
artificial intelligence
deep learning
visualization
GIScience
Information Retrieval

File:

Download 20210321_PezanowskiScott-Dissertation_final.pdf

Committee Members:

Prasenjit Mitra, Dissertation Advisor/Co-Advisor
Prasenjit Mitra, Committee Chair/Co-Chair
C Lee Giles, Committee Member
Nick Giacobe, Committee Member
Alan M Mac Eachren, Outside Member
Mary Beth Rosson, Program Head/Chair

Author:

Zigner, Michael

Title:

Machine Learning Models of Participation in Work-Related Training

Graduate Program:

Workforce Education and Development

Keywords:

workforce development
human resource development
human resources analytics
machine learning
predictive modeling
work related training
training and development

File:

Download Zigner_Dissertation_Revised_Final.pdf

Committee Members:

David Lynn Passmore, Dissertation Advisor/Co-Advisor
David Lynn Passmore, Committee Chair/Co-Chair
Michael W Harvey, Committee Member
Cynthia Pellock, Committee Member
Jonna Marie Kulikowich, Outside Member
Heather Toomey Zimmerman, Program Head/Chair

Author:

Wilkinson, Collin

Title:

Adventures In High Dimensions: Understanding Glass For The 21ST Century

Graduate Program:

Materials Science and Engineering

Keywords:

Glass
glass relaxation
glass-ceramics
machine learning
crystallization

File:

Download Dissertation_Final_ReformatedUpdated.pdf

Committee Members:

John C Mauro, Dissertation Advisor/Co-Advisor
John C Mauro, Committee Chair/Co-Chair
Susan B Sinnott, Committee Member
Ismaila Dabo, Committee Member
Seong Han Kim, Outside Member
John C Mauro, Program Head/Chair

Author:

Uwazuruonye, Kaosisochi

Title:

Modeling Pilots' Visual Attention Using Enhanced Flight Vision Systems

Graduate Program:

Aerospace Engineering

Keywords:

pilot's visual attention
Enhanced flight vision system
machine learning
time series analysis
pilot's control behavior
low visibility

File:

Download Modeling_Pilots__Visual_Attention_Using_Enhanced_Flight_Vision_Systems.pdf

Committee Members:

Amy Ruth Pritchett, Thesis Advisor/Co-Advisor
Amy Ruth Pritchett, Committee Member
Joseph Francis Horn, Committee Member
Jacob Willem Langelaan, Committee Member