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Author:

Zhan, Hongyuan

Title:

Temporal and Structural Machine Learning from Transportation Data

Graduate Program:

Computer Science and Engineering

Keywords:

machine learning
time series prediction
optimization
intelligent transportation
structural learning

File:

Download HyZhanDissertation.pdf

Committee Members:

Kamesh Madduri, Dissertation Advisor/Co-Advisor
Kamesh Madduri, Committee Chair/Co-Chair
Jesse Louis Barlow, Committee Member
Wang-Chien Lee, Committee Member
Necdet S Aybat, Outside Member
Kesheng Wu, Special Member
Xiaoye Sherry Li, Special Member
Gabriel Gomes, Special Member

Author:

Davis, Steven

Title:

Maritime Navigation and Contact Avoidance through Reinforcement Learning

Graduate Program:

Computer Science and Engineering

Keywords:

reinforcement learning
machine learning
maritime
unmanned underwater vehicle
autonomous underwater vehicle
q learning
navigation
autonomous

File:

Download Davis_MS_Thesis_Final.pdf

Committee Members:

Vijaykrishnan Narayanan, Thesis Advisor/Co-Advisor
John Phillip Sustersic, Jr., Thesis Advisor/Co-Advisor

Author:

Kim, Dong

Title:

Sensor Aware Machine Learning For Edge Devices

Graduate Program:

Computer Science and Engineering

Keywords:

convolutional neural network
machine learning
synthetic dataset

File:

Download Chris_Dong_Hyun_Kim_Master_s_Thesis_Final.pdf

Committee Members:

Vijaykrishnan Narayanan, Thesis Advisor/Co-Advisor
Kyusun Choi, Committee Member
John Morgan Sampson, Committee Member

Author:

Hackett, Timothy Michael

Title:

Applying artificial intelligence to space communications networks: Cognitive real-time link layer adaptations through rapid orbit planning

Graduate Program:

Electrical Engineering

Keywords:

artificial neural networks
neural networks
modulation
encoding
cognitive radio
space communications
machine learning
reinforcement learning
scheduling
block scheduling
demand access scheduling
beacon tone
network simulation
coverage statistics
mean pass time
mean gap time
max gap time
mean passes per day
artificial intelligence
software-defined radio
Deep Space Network

File:

Download Hackett-Dissertation_Final.pdf

Committee Members:

Sven G Bilen, Dissertation Advisor/Co-Advisor
Sven G Bilen, Committee Chair/Co-Chair
Julio Urbina, Committee Member
Viveck Ramesh Cadambe, Committee Member
Mark P Mahon, Outside Member
Alexander M. Wyglinski, Special Member

Author:

Sun, Xiaoran

Title:

FAMILY AND YOUTH CAREER DEVELOPMENT: TOWARDS A BETTER UNDERSTANDING OF THE MECHANISMS

Graduate Program:

Human Development and Family Studies

Keywords:

youth career development
family systems
study synthesis
Mexican-origin families
youth work experiences
young adult career attainment
machine learning
educational attainment

File:

Download Sun_Dissertation_2019-6-13.pdf

Committee Members:

Susan Marie Mc Hale, Dissertation Advisor/Co-Advisor
Susan Marie Mc Hale, Committee Chair/Co-Chair
Nilam Ram, Committee Member
Gregory M Fosco, Committee Member
Molly Ann Martin, Outside Member

Author:

Gur, Shlomit

Title:

Machine-learning-based functional connectivity analyses: challenges and opportunities

Graduate Program:

Neuroscience

Keywords:

machine learning
functional connectivity
fMRI
network neuroscience
longitudinal
multi-site

File:

Download ML-Based_FC_Analyses_-_Challenges_and_Opportunities.pdf

Committee Members:

Vasant Gajanan Honavar, Dissertation Advisor/Co-Advisor
Vasant Gajanan Honavar, Committee Chair/Co-Chair
John Yen, Committee Member
Michele Diaz, Committee Member
Michael Nelson Hallquist, Outside Member
Kevin Douglas Alloway, Program Head/Chair

Author:

Wong, Joseph

Title:

Smart Home Surveillance System Through Edge Computing

Graduate Program:

Computer Science and Engineering

Keywords:

smart home
edge computing
security
machine learning
deep learning
motion detection
facial recognition
fog computing

File:

Download thesis_grad.pdf

Committee Members:

Sencun Zhu, Thesis Advisor/Co-Advisor
Vijaykrishnan Narayanan, Thesis Advisor/Co-Advisor
Bhuvan Urgaonkar, Program Head/Chair

Author:

Fox, Maxine Rebecca

Title:

Quantization and Adaptivity of Wavelet Scattering Networks for Classification Applications

Graduate Program:

Electrical Engineering

Keywords:

wavelet scattering networks
quantization
machine learning
backpropagation
convolutional neural networks

File:

Download MaxineFox_MS-Thesis.pdf

Committee Members:

Ram Mohan Narayanan, Thesis Advisor/Co-Advisor
Timothy Joseph Kane, Committee Member
Dr. Raghu G. Raj, Special Signatory
Kultegin Aydin, Program Head/Chair

Author:

Sessions, Deanna

Title:

Leveraging Data-Science to Characterize Additively Manufactured Electromagnetic Components

Graduate Program:

Electrical Engineering

Keywords:

Additive manufacturing
frequency selective surface
conformal electromagnetics
machine learning

File:

Download Deanna_Sessions_Thesis_v1.pdf

Committee Members:

Gregory Huff, Thesis Advisor/Co-Advisor
Timothy Joseph Kane, Committee Member
Kultegin Aydin, Program Head/Chair

Author:

Salameh, Tarik

Title:

Chromatin loop detection via machine learning on genome-wide contact data

Graduate Program:

Bioinformatics and Genomics

Keywords:

machine learning
chromatin looping
3dgenomics
supervised learning
genome-wide contact map
Hi-C
loop extrusion

File:

Download dissertation_salamehf.pdf

Committee Members:

Feng Yue, Dissertation Advisor/Co-Advisor
Robert G Levenson, Dissertation Advisor/Co-Advisor
Aron Eliot Lukacher, Outside Member
Robert G Levenson, Committee Chair/Co-Chair
Shaun Mahony, Committee Member
Gary A Thomas, Special Member
George H Perry, Program Head/Chair
Feng Yue, Committee Chair/Co-Chair

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:

Zheng, Xinye

Title:

Computational Approaches towards Pattern Recognition and Matching for Scientific Images

Graduate Program:

Information Sciences and Technology

Keywords:

scientific image processing
optimal transport
machine learning
scientific image processing
machine learning
optimal transport
statistical modeling

File:

Download thesis.pdf

Committee Members:

James Z Wang, Dissertation Advisor/Co-Advisor
James Z Wang, Committee Chair/Co-Chair
Anna Cinzia Squicciarini, Committee Member
Saeed M Abdullah, Committee Member
Chris Eliot Forest, Outside Member
Jia Li, Committee Chair/Co-Chair
Mary Beth Rosson, Program Head/Chair
Jia Li, Dissertation Advisor/Co-Advisor

Author:

Rodriguez, Raphael

Title:

Improving the Predictability of Racial Preference Attitudes: Using Machine Learning Models to Predict Concurrent Implicit-Explicit Black-Preference Attitudes

Graduate Program:

Information Sciences and Technology

Keywords:

racism
machine learning
implicit
iat

File:

Download rodriguez_mastersThesis_Summer2020.pdf

Committee Members:

Frank Edward Ritter, Thesis Advisor/Co-Advisor
Daniel Susser, Committee Member
Shomir Wilson, Committee Member
Mary Beth Rosson, 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:

Hojjatinia, Sarah

Title:

System Identification Algorithms for Noisy Data with Application to Behavior Modeling

Graduate Program:

Electrical Engineering

Keywords:

System identification
data analysis
modeling
physical activity
behavior
machine learning
algorithm
noisy data
social network
switched systems
markov
design
SARMAX
SARX
Markov jump
hybrid
health
Real Data

File:

Download Sarah-Dissertation_Final.pdf

Committee Members:

Constantino Manuel Lagoa, Dissertation Advisor/Co-Advisor
Constantino Manuel Lagoa, Committee Chair/Co-Chair
Vishal Monga, Committee Member
Minghui Zhu, Committee Member
David E Conroy, Outside Member
Kultegin Aydin, Program Head/Chair

Author:

Choi, Soyoung Young

Title:

Exploring family caregiving experiences in heart failure: Utilization of machine-assisted text analysis

Graduate Program:

Nursing

Keywords:

heart failure
caregivers
family
qualitative research
machine learning
topic modeling
sentiment analysis

File:

Download Dissertation_in_Nursing_Soyoung_Choi.pdf

Committee Members:

Lisa Ann Kitko, Dissertation Advisor/Co-Advisor
Lisa Ann Kitko, Committee Chair/Co-Chair
Judith E Hupcey, Committee Member
Barbara Ann Birriel, Committee Member
Suhang Wang, Outside Member
Lisa Ann Kitko, Program Head/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