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Author:

Di Domenico, Nicolle

Title:

Quantifying the Spatiotemporal Inundation Patterns of Tundra Polygonal Ground and Its Relationship with Arctic Climate

Graduate Program:

Geography (MS)

Keywords:

geomorphology
Arctic
polygonal ground
geography
remote sensing
machine learning
climate change

File:

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Committee Members:

Shujie Wang, Thesis Advisor/Co-Advisor
Manzhu Yu, Committee Member
Brian King, Program Head/Chair
Elizabeth Herndon, Special Signatory

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:

Ajayi, Oluwadamilola

Title:

Explainable AI (XAI) for Fault Detection and Classification in Microgrids Using a Real-time Simulation Framework

Graduate Program:

Electrical Engineering (MS)

Keywords:

power systems protection
fault analysis
machine learning
real-time simulation
microgrid modeling

File:

Download Oluwadamilola_Ajayi_Thesis.pdf

Committee Members:

Peter Idowu, Thesis Advisor/Co-Advisor
Md Habib Ullah, Thesis Advisor/Co-Advisor
Rafic Bachnak, Professor in Charge/Director of Graduate Studies
Aldo W Morales, Committee Member

Author:

Kumar, Vikas

Title:

Improved Facial Expression Recognition Using Noisy Student Training and Synthetic Data Generation

Graduate Program:

Computer Science and Engineering (MS)

Keywords:

Facial expression recognition
student-teacher network
semisupervised learning
multi-level attention
Facial expression recognition student-teacher network
semisupervised learning multi-level attention
facial expression recognition
unsupervised learning
student teacher network
machine learning
deep learning
GAN
CNN

File:

Download Thesis.pdf

Committee Members:

Chitaranjan Das, Program Head/Chair
Daniel Kifer, Thesis Advisor/Co-Advisor
C Lee Giles, Committee Member

Author:

Barber, Nathan

Title:

Expanding the Range of Hydropower Schedules to Maximize Nuclear and Hydro Generation: Machine Learning Techniques for Practical Sensitivity Analysis

Graduate Program:

Civil Engineering (MS)

Keywords:

hydropower
nuclear
sensitivity analysis
ensembles
machine learning
clustering
hydrodynamic model
ANOVA

File:

Download Barber_Thesis_Final.pdf

Committee Members:

Alfonso Ignacio Mejia, Thesis Advisor/Co-Advisor
Steven J Greybush, Committee Member
Farshad Rajabipour, Program Head/Chair
Xiaofeng Liu, Committee Member

Author:

Struble, Nathan

Title:

Machine learning navigation solutions using unscented filters

Graduate Program:

Aerospace Engineering (MS)

Keywords:

machine learning
kalman filtering
visual odometry

File:

Download Thesis_nate-3.pdf

Committee Members:

Jacob Langelaan, Professor in Charge/Director of Graduate Studies
Simon W Miller, Thesis Advisor/Co-Advisor
Daning Huang, Committee Member
Jay Dean Martin, Committee Member

Author:

Saha, Gourab

Title:

A Vision Towards Developing a Spatially And Temporally Robust Data-Driven Modeling Framework To Predict Continuous Stream Nitrate Concentration At Data-Scarce Locations

Graduate Program:

Agricultural and Biological Engineering (PHD)

Keywords:

LSTM
stream nitrate modeling
deep learning
machine learning
water quality
c-Q relationship

File:

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Committee Members:

Suat Irmak, Program Head/Chair
Long He, Major Field Member
Cibin Raj, Chair & Dissertation Advisor
Chaopeng Shen, Outside Field Member
Jonathan Duncan, Outside Unit & Field Member

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:

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:

Scott, Jesse

Title:

Dynamic Stability Monitoring of Complex Human Motion Sequences via Precision Computer Vision

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

image-based stability
deep learning
machine learning
Center of Mass
Base of Support
Center of Pressure
stability
balance
motion capture
foot pressure
video
human pose
Taiji
biomechanics
stability metrics
falls
computer vision

File:

Download CompositeResults-Subject1-Take3.mp4Download CompositeResults-Subject9-Take3.mp4Download CompositeResults-SingleView.mp4Download JesseScott-Dissertation-Final-12-12-22.pdf

Committee Members:

Yanxi Liu, Co-Chair & Dissertation Advisor
John Challis, Outside Unit & Field Member
Robert Collins, Co-Chair & Dissertation Advisor
Guohong Cao, Major Field Member
Chitaranjan Das, Program Head/Chair

Author:

Gerg, Isaac

Title:

Domain Enriched Machine Learning for Synthetic Aperture Sonar

Graduate Program:

Electrical Engineering (PHD)

Keywords:

machine learning
deep learning
sonar
autofocus
semantic segmentation
automatic target recogition
classification

File:

Download 2022_PhD_Thesis.pdf

Committee Members:

Alan Wagner, Outside Unit & Field Member
John Doherty, Major Field Member
Jing Yang, Major Field Member
Vishal Monga, Chair & Dissertation Advisor
Thomas F La Porta, Program Head/Chair

Author:

Naegele, Steven M

Title:

Investigation of Wind Regimes in Kuwait and the Northeastern U.S. Coast Using Observations and Self-Organizing Maps of Model Output

Graduate Program:

Meteorology and Atmospheric Science (PHD)

Keywords:

wind
wind energy
wind regime
atmospheric model
machine learning
self-organizing maps

File:

Download Naegele_Dissertation_Draft_-_final.pdf

Committee Members:

Paul Markowski, Professor in Charge/Director of Graduate Studies
Steven Greybush, Chair & Dissertation Advisor
George Young, Major Field Member
Susan Stewart, Outside Unit & Field Member
Jared Lee, Special Member
Melissa Gervais, Major Field Member

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:

Yu, Monong

Title:

Cosmic-ray iron spectrum measured by the ISS-CREAM experiment

Graduate Program:

Physics (PHD)

Keywords:

cosmic rays
direct measurements
machine learning
neural networks

File:

Download Monong_Yu_Dissertation.pdf

Committee Members:

Miguel Mostafa, Major Field Member
Douglas Cowen, Major Field Member
Stephane Coutu, Chair & Dissertation Advisor
Randy McEntaffer, Outside Unit & Field Member
Nitin Samarth, Program Head/Chair
Stephanie Wissel, Major Field Member

Author:

Guo, Wenbo

Title:

Explainable AI Techniques for Security

Graduate Program:

Information Sciences and Technology (PHD)

Keywords:

computer security
machine learning
explainable AI
deep learning

File:

Download Dissertation.pdf

Committee Members:

Mary Beth Rosson, Program Head/Chair
Lin Lin, Outside Unit & Field Member
Ting Wang, Co-Chair, Major Member & Dissertation Advisor
C Lee Giles, Major Field Member
Xinyu Xing, Co-Chair & Dissertation Advisor

Author:

Wood, Noah

Title:

Fusion of SAR and Electrooptical Imagery for Vehicle Classification Using Neural Networks

Graduate Program:

Electrical Engineering (MS)

Keywords:

machine learning
data fusion
sar
variability

File:

Download NoahWood_MSthesis.pdf

Committee Members:

Kultegin Aydin, Program Head/Chair
Ram Mohan Narayanan, Thesis Advisor/Co-Advisor
David Marion Jenkins, Jr., Committee Member

Author:

Williams, Glen

Title:

Towards the Next-Generation of Engineering Design Artificial Intelligence: A Framework for Additive Manufacturing Machine Learning Development

Graduate Program:

Mechanical Engineering (PHD)

Keywords:

additive manufacturing
machine learning
artificial intelligence
design
manufacturing

File:

Download Glen_Williams.pdf

Committee Members:

Nicholas Meisel, Major Field Member
Timothy Simpson, Major Field Member
Chris McComb, Chair & Dissertation Advisor
C Lee Giles, Outside Unit & Field Member
Daniel Haworth, Professor in Charge/Director of Graduate Studies

Author:

Yu, Anya

Title:

Investigating the Impact of Language Experience on Second Language Reading Comprehension Using a Resting-State Connectome-based Predictive Model

Graduate Program:

Psychology (PHD)

Keywords:

L2 reading
immersion
resting-state fMRI
machine learning
implicit learning

File:

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Committee Members:

Roger Beaty, Major Field Member
Frank Hillary, Major Field Member
Janet van Hell, Chair & Dissertation Advisor
Peggy Van Meter, Outside Unit & Field Member
Kristin Buss (she/her), Program Head/Chair

Author:

Melton, Elizabeth

Title:

Searching For Transiting Planets Around One Million Stars

Graduate Program:

Astronomy and Astrophysics (PHD)

Keywords:

exoplanets
machine learning

File:

Download Melton_Dissertation.pdf

Committee Members:

Ian Czekala, Major Field Member
Rebekah Dawson, Major Field Member
Jason Wright, Major Field Member
Joel Hartman, Special Member
Hyungsuk Tak, Outside Unit & Field Member
Eric Feigelson, Chair & Dissertation Advisor
Rebekah Dawson, Program Head/Chair

Author:

Sengupta, Agnimitra

Title:

Evaluating the Reliability of Automatically Generated Pedestrian and Bicycle Crash Surrogates

Graduate Program:

Civil Engineering (MS)

Keywords:

traffic safety
transportation engineering
vulnerable road user
pedestrian safety
bicycle safety
machine learning
statistical modeling
imbalanced data
surrogate safety measures
traffic conflict analysis
Bayesian optimization

File:

Download PSU_MS_Agnimitra_Sengupta.pdf

Committee Members:

S. Ilgin Guler, Thesis Advisor/Co-Advisor
Vikash V. Gayah, Committee Member
Patrick Fox, Program Head/Chair
Xianbiao Hu, Committee Member