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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