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Author:

Dusch, William George

Title:

Data Science in Scanning Probe Microscopy: Advanced Analytics and Machine Learning

Graduate Program:

Physics

Keywords:

scanning tunneling microscopy
data science
machine learning
python
data analysis
deep learning
scanning probe microscopy
condensed matter
software
vibration cancellation
automation
unsupervised learning
physics

File:

Download FinalDissertation-BillDusch.pdf

Committee Members:

Eric Hudson, Dissertation Advisor/Co-Advisor
Eric Hudson, Committee Chair/Co-Chair
Jorge Sofo, Committee Member
Mauricio Terrones, Committee Member
Roman Engel-Herbert, Outside Member

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:

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