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Author:

Pei, Te

Title:

Integrating Geotechnical Domain Knowledge Into Machine Learning for Slope Stability Predictions

Graduate Program:

Civil Engineering (PHD)

Keywords:

Slope Stability
Landslide Susceptibility Mapping
Machine Learning
Domain Knowledge
Physics-based model
Monotonicity

File:

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Committee Members:

Chaopeng Shen, Co-Chair & Dissertation Advisor
Tong Qiu, Co-Chair & Dissertation Advisor
Ming Xiao, Major Field Member
Tieyuan Zhu, Outside Unit & Field Member
Patrick Fox, Program Head/Chair

Author:

Dharmadhikari, Susheel

Title:

Data-Driven Strategies for Engineering Design and Diagnostics

Graduate Program:

Mechanical Engineering (PHD)

Keywords:

Fatigue Damage Detection
Machine Learning
Surrogate Modeling
Pin Fin Optimization

File:

Download Dissertation_Susheel_Dharmadhikari.pdf

Committee Members:

Amrita Basak, Chair & Dissertation Advisor
Christopher Kube, Outside Unit & Field Member
Eric Marsh, Major Field Member
Asok Ray, Major Field Member
Robert Kunz, Professor in Charge/Director of Graduate Studies

Author:

Cwiek, Andrew

Title:

Feeding the machine: Challenges to Reproducible Predictive Modeling in Resting-State Connectomics

Graduate Program:

Psychology (MS)

Keywords:

Neuroimaging
Machine Learning
Psychology
rsfMRI
Review
Reproducibility

File:

Download AndrewCwiek_Final_Corrections.pdf

Committee Members:

Frank Gerard Hillary, Thesis Advisor/Co-Advisor
Peter Andrew Arnett, Committee Member
Amy Marshall, Professor in Charge/Director of Graduate Studies
Bradley Paul Wyble, Committee Member

Author:

Chaudhry, Imran

Title:

Using Delta-Machine Learning to Accurately Predict Molecular Polarizabilites

Graduate Program:

Chemistry (MS)

Keywords:

Raman Spectroscopy
Electronic Structure Theory
Machine Learning
Chemistry

File:

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Committee Members:

Lasse Jensen, Thesis Advisor/Co-Advisor
Edward Patrick O'Brien, Jr., Committee Member
Philip Bevilacqua, Program Head/Chair
Benjamin James Lear, Committee Member
Sharon Xiaolei Huang, Committee Member

Author:

Melo Cruz, Arthur

Title:

Value Alignment in Ethical Dilemmas Through Reinforcement Learning

Graduate Program:

Aerospace Engineering (MS)

Keywords:

Robotics
Reinforcement Learning
Ethical Dilemma
Robot Ethics
Machine Ethics
Machine Learning
Artificial Intelligence

File:

Download Melo_Cruz_MSThesis.pdf

Committee Members:

Alan Richard Wagner, Thesis Advisor/Co-Advisor
Jacob Willem Langelaan, Committee Member
Amy Pritchett, Program Head/Chair

Author:

Lafleur, Travis

Title:

Predictive Models for Gene Expression Engineering

Graduate Program:

Chemical Engineering (PHD)

Keywords:

Transcription
Machine Learning
Biological Engineering
Synthetic Biology

File:

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Committee Members:

Andrew Zydney, Major Field Member
Howard Salis, Chair & Dissertation Advisor
Edward O'Brien, Outside Unit & Field Member
Costas Maranas, Major Field Member
Robert Rioux, Professor in Charge/Director of Graduate Studies

Author:

Ziegler, Andrew

Title:

Development of Scalable Approaches to Neutrino Mass Measurement with The Project 8 Experiment

Graduate Program:

Physics (PHD)

Keywords:

Beta-decay
Neutrino
Neutrino Mass
Project 8
Spectrometers
Signal Detection
Antenna
Antenna Array
Microwave Electronics
Resonant Cavities
Nuclear Physics
Cyclotron Radiation
Electrons
Tritium
Machine Learning
Triggering

File:

Download AndrewZiegler-Dissertation.pdf

Committee Members:

Carmen Carmona Benitez, Major Field Member
Douglas Cowen, Major Field Member
Luiz de Viveiros, Chair & Dissertation Advisor
Stephanie Wissel, Major Field Member
Xingjie Ni, Outside Unit & Field Member
Mauricio Terrones, Program Head/Chair

Author:

Saucier, Emilie

Title:

Observations and Modeling of the Transition from an Open to Closed System at Telica Volcano, Nicaragua

Graduate Program:

Geosciences (MS)

Keywords:

Volcano
Volcanology
Geoscience
Geology
Sealing
Phreatic Eruptions
Phreatic
Telica
Nicaragua
Deformation
Modeling
Machine Learning
Geodesy
Remote Sensing
Gas Flux
Hydrothermal Mineralisation
Magmatic Plug
Seal

File:

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Committee Members:

Maureen Feineman, Thesis Advisor/Co-Advisor
Derek Elsworth, Committee Member
Donald Fisher, Program Head/Chair
Peter LaFemina, Thesis Advisor/Co-Advisor

Author:

Singman, Matthew

Title:

Cognitive Signal Processing: Applying Machine Learning to Adaptive Array Signal Processing Weight Generation

Graduate Program:

Electrical Engineering (MS)

Keywords:

Signal Processing
Array Signal Processing
Machine Learning
Adaptive Signal Processing

File:

Download SingmanFinalThesis.pdf

Committee Members:

Madhavan Swaminathan, Program Head/Chair
Ram Mohan Narayanan, Thesis Advisor/Co-Advisor
Gregory Huff, Committee Member

Author:

Liu, Meng

Title:

Leveraging Machine Learning for Analyzing Individual and Aggregate-Level Healthcare Data

Graduate Program:

Industrial Engineering (PHD)

Keywords:

Machine Learning
Healthcare
data analtics

File:

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Committee Members:

Steven Landry, Program Head/Chair
Soundar Kumara, Chair, Minor Member & Dissertation Advisor
Paul Griffin, Major Field Member
Kamesh Madduri, Outside Unit & Field Member
Swaminathan P. Iyer, Special Member
Qiushi Chen, Major Field Member
Kartik Ramakrishna, Special Member