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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:

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:

Peterson, Mallory

Title:

Leveraging Neural Imaging for the Management of Hydrocephalus

Graduate Program:

Engineering Science and Mechanics (PHD)

Keywords:

hydrocephalus
brain volume
machine learning
neural imaging

File:

Download Mallory_Peterson_Dissertation.pdf

Committee Members:

Xuemei Huang, Major Field Member
Judith Todd Copley, Major Field Member
James Broach, Outside Unit & Field Member
Robert Harbaugh, Major Field Member
Steven Schiff, Chair & Dissertation Advisor
Vishal Monga, Dissertation Co-Advisor
Albert Segall, Program Head/Chair

Author:

Sha, Congzhou

Title:

Manifold Learning in Structural Biology: Docking, Folding, and Simulation

Graduate Program:

Engineering Science and Mechanics (PHD)

Keywords:

differentiable programming
machine learning
neural networks
structural biology
Lie group
statistical mechanics
molecular dynamics
RNA structure
differential geometry

File:

Download Sha_dissertation-Final.pdf

Committee Members:

Albert Segall, Program Head/Chair
Elizabeth Proctor, Major Field Member
Mehrdad Mahdavi, Outside Field Member
Nikolay Dokholyan, Chair & Dissertation Advisor
Raymond Hohl, Outside Unit Member

Author:

Eckert, Scott

Title:

Studying risk factors for antibiotic resistance from population-scale microbiome data and machine learning

Graduate Program:

Bioinformatics and Genomics (PhD)

Keywords:

Microbiome
bioinformatics
antibiotic resistance
idiopathic pulmonary fibrosis
statistical genetics
machine learning

File:

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Committee Members:

Dajiang Liu, Chair & Dissertation Advisor
James Broach, Major Field Member & Dissertation Advisor
Leslie Parent, Outside Unit & Field Member
Emily Davenport, Major Field Member
David Koslicki, Program Head/Chair

Author:

Behoora, Ishan

Title:

Line of sight sensors: Applications and related 1.5D terrain guarding problem variants

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

machine learning
algorithms
computational geometry
approximation
hardness
line of sight sensors

File:

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Committee Members:

Chitaranjan Das, Program Head/Chair
Martin Fürer, Chair & Dissertation Advisor
Antonio Blanca, Major Field Member
Kamesh Madduri, Major Field Member
Reuben Kraft, Outside Unit & Field Member
Piotr Berman, Special Member

Author:

Liu, Zhihan

Title:

Novel machine learning methods for interpreting human genetic variants

Graduate Program:

Molecular, Cellular, and Integrative Biosciences (PHD)

Keywords:

machine learning
copy number variation
de novo mutation
pathogenicity prediction
penetrance estimation

File:

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Committee Members:

Melissa Rolls, Program Head/Chair
Qunhua Li, Outside Unit & Minor Member
Mingfu Shao, Outside Field Member
Dajiang Liu, Outside Unit Member
Shaun Mahony, Major Field Member
Santhosh Girirajan, Chair & Dissertation Advisor

Author:

Rasool, Asif

Title:

Three Essays in Applied Economics: Topics in Agricultural Economics and Public Finance

Graduate Program:

Energy, Environmental, and Food Economics (PhD)

Keywords:

Climate change
machine learning
cluster analysis
US livestock industry
panel data analysis
fixed effect models

File:

Download AFG.pdfDownload Rasool_Dissertation_May_2024.pdf

Committee Members:

Douglas Wrenn, Program Head/Chair
Chad Dechow, Outside Field Member
Daniel Brent, Major Field Member
Seth Blumsack, Outside Unit Member
Yizao Liu, Major Field Member
Dave Abler, Chair & Dissertation Advisor
Douglas Wrenn, Major Field Member