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Author:

Albohn, Daniel

Title:

Computationally Predicting Human Impressions of Neutral Faces

Graduate Program:

Psychology

Keywords:

Neutral Faces
Impression Formation
Machine Learning
Facial Expressions
Emotion Expressions

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Committee Members:

Reginald Adams, Jr., Dissertation Advisor/Co-Advisor
Reginald Adams, Jr., Committee Chair/Co-Chair
Jose Angel Soto, Committee Member
Christopher Daryl Cameron, Committee Member
James Z Wang, Outside Member
Kristin Ann Buss, Program Head/Chair

Author:

Ademujimi, Toyosi

Title:

Training of Bayesian Network model using Fusion-Learning and Engineering Models for Improved Fault Diagnostics

Graduate Program:

Industrial Engineering (PHD)

Keywords:

Smart Manufacturing
Bayesian Network
Machine Learning
Fault Diagnostics
Small Dataset
Digital Twin
Structure Learning
Parameter Learning

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Committee Members:

Dennis Lin, Outside Unit, Field & Minor Member
Vittaldas Prabhu, Chair & Dissertation Advisor
Steven Landry, Program Head/Chair
Paul Griffin, Major Field Member
Daniel Finke, Major Field Member

Author:

Chai, Jiaming

Title:

Graph-based Methods For Zero-shot Learning In Image Classifications

Graduate Program:

Computer Science and Engineering (MS)

Keywords:

Machine Learning
Zero-shot Learning
Image Classification

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Committee Members:

Wang-Chien Lee, Thesis Advisor/Co-Advisor
George Kesidis, Committee Member
Chitaranjan Das, Program Head/Chair

Author:

Agarwala, Vandana

Title:

Cross-Species Prediction of Transcription Factor Binding

Graduate Program:

Statistics (MS)

Keywords:

Bioinformatics
Deep Learning
Gene Regulation
Domain Adaptation
Transfer Learning
Computational Biology
Machine Learning

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Committee Members:

Shaun Mahony, Thesis Advisor/Co-Advisor
Qunhua Li, Thesis Advisor/Co-Advisor
Ephraim Hanks, Professor in Charge/Director of Graduate Studies
Xiang Zhu, Committee Member

Author:

Cha, Joonyoung

Title:

SECURITY PATTERN DETECTION IN SOFTWARE CODE USING MACHINE LEARNING ALGORITHMS

Graduate Program:

Cybersecurity Analytics and Operations (MS)

Keywords:

Security Pattern
Software Code
Machine Learning
Security Pattern Detection (SPD)
Convolutional Neural Network
Long Short-Term Memory
Security
vulnerability

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Committee Members:

Jungwoo Ryoo, Thesis Advisor/Co-Advisor
David Joseph Fusco, Committee Member
Mary Beth Rosson, Program Head/Chair
Philip Laplante, Committee Member

Author:

Liu, Shuo Shuo

Title:

Statistical Learning on High-Dimensional Multi-Source Data

Graduate Program:

Statistics (PHD)

Keywords:

Transfer Learning
Multi-View Clustering
High-Dimensional Data
Machine Learning

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Committee Members:

Bing Li, Professor in Charge/Director of Graduate Studies
Xiang Zhu, Major Field Member
Lan Kong, Outside Unit & Field Member
Matthew Reimherr, Major Field Member
Runze Li, Chair & Dissertation Advisor

Author:

Cornelius, Jason

Title:

Mid-Fidelity Performance Analysis for Fixed-Pitch Speed-Controlled Multirotor Aircraft

Graduate Program:

Aerospace Engineering (PHD)

Keywords:

Helicopter
Multirotor
CFD
Rotorcraft
High Performance Computing
GPU
Coaxial
Coaxial Rotor
Machine Learning
Surrogate Models
Dragonfly
Drone
UAS
Urban Air Mobility
Unmanned Aerial Systems
BEMT
Aerodynamics
Aircraft
C81 Tables
OVERFLOW
ARC2D
Airfoil Performance
NASA
Langley TDT
Langley 14-by 22-ft. Subsonic Tunnel Facility
Langley Transonic Dynamics Tunnel
Hybrid BEMT-URANS CFD
Linux Bash Scripting
GPU CFD Acceleration
Gaussian Process Regression
Neural Networks
Conceptual Design
Preliminary Design

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Committee Members:

Amy Pritchett, Program Head/Chair
Daniel Haworth, Outside Unit & Field Member
Sven Schmitz, Chair & Dissertation Advisor
Jacob Langelaan, Major Field Member
Jose Palacios, Major Field Member
Edward Smith, Major Field Member
Larry Young, Special Signatory

Author:

Fan, Foxian

Title:

Evolution of AM Surface Morphology during Centrifugal Disc Finishing

Graduate Program:

Industrial Engineering (PHD)

Keywords:

Additive Manufacturing
Centrifugal Disc Finishing
Surface Characterization
Image Processing
Machine Learning
Mass Finishing

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Committee Members:

Steven Landry, Program Head/Chair
Timothy Simpson, Major Field Member
Christopher Kube, Outside Unit & Field Member
Guhaprasanna Manogharan, Co-Chair & Dissertation Advisor
Brigid Mullany, Special Member
Robert Voigt, Co-Chair & Dissertation Advisor

Author:

Liu, Heting

Title:

Machine Learning in Mobile Edge Computing: Enhancing Efficiency in Inference and Training

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Edge Computing
Resource Allocation
Machine Learning
Federated Learning

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Committee Members:

Fenglong Ma, Outside Unit & Field Member
Ting He, Major Field Member
Jing Yang, Major Field Member
Guohong Cao, Chair & Dissertation Advisor
Chitaranjan Das, Program Head/Chair

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

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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:

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

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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:

Lafleur, Travis

Title:

Predictive Models for Gene Expression Engineering

Graduate Program:

Chemical Engineering (PHD)

Keywords:

Transcription
Machine Learning
Biological Engineering
Synthetic Biology

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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:

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

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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:

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

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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

Author:

Oghazian, Farzaneh

Title:

Knits As Material For Architectural Design: Computational Methods For Designing And Manufacturing Architectural Forms Based On The Behavior Of Knitted Textiles

Graduate Program:

Architecture (PHD)

Keywords:

Knitted Textiles
Form finding
Machine Learning
Calibration
3D Scanning
Lightweight Tension Structures
Knitted Tensioned Structures
Knitted Structures
Computational methods

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Committee Members:

Jose Pinto Duarte, Major Field Member
Nathan Brown, Outside Unit & Field Member
Benay Gursoy Toykoc, Major Field Member
Delia Dumitrescu, Special Member
Felecia Davis, Chair & Dissertation Advisor
Ute Poerschke, Program Head/Chair

Author:

Coppo Leite, Victor

Title:

Towards Temperature Field Reconstruction, an Innovative Method for Advanced Reactors Monitoring

Graduate Program:

Nuclear Engineering (PHD)

Keywords:

Machine Learning
Physics-Informed Neural Networks
Field Reconstruction

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Committee Members:

Arthur Motta, Professor in Charge/Director of Graduate Studies
William Walters, Major Field Member
Guhaprasanna Manogharan, Outside Unit & Field Member
Elia Merzari, Chair & Dissertation Advisor
Dillon Shaver, Special Member
Saya Lee, Major Field Member

Author:

Zhao, Tianyang

Title:

Dialogue State Tracking with Universal Adversarial Triggers

Graduate Program:

Computer Science and Engineering (MS)

Keywords:

Machine Learning
Natural Language Processing
Dialogue State Tracking

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Committee Members:

Chitaranjan Das, Program Head/Chair
Rui Zhang, Thesis Advisor/Co-Advisor
Antonio Blanca, Committee Member

Author:

Sadat Mohammadi, Milad

Title:

Human-Centric Digital Twin Model of Electric System Maintenance Technicians for Near Real-Time Health and Ergonomic Postural Risk Monitoring

Graduate Program:

Architectural Engineering (PHD)

Keywords:

Human Centric Digital Twin Model
Health Monitoring
Machine Learning
Deep Learning
Ergonomic Risk Assessment

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Committee Members:

Somayeh Asadi, Professor in Charge/Director of Graduate Studies
Somayeh Asadi, Co-Chair & Dissertation Advisor
John Messner, Major Field Member
Houtan Jebelli, Co-Chair & Dissertation Advisor
Mehdi Kiani, Outside Unit & Field Member

Author:

Singal, Garima

Title:

Essays in Applied Machine Learning and Economics

Graduate Program:

Economics (PHD)

Keywords:

Machine Learning
Deep Learning
Computer Vision
Pollution Estimation

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Committee Members:

Marc Albert Henry, Professor in Charge/Director of Graduate Studies
Marc Henry, Major Field Member
Keisuke Hirano, Major Field Member
Manzhu Yu, Outside Unit & Field Member
Minas Sifakis, Special Member
Michael Gechter, Chair & Dissertation Advisor

Author:

Wright, Isaac

Title:

Machine Learning Methods for Regression and Classification with Functional Data

Graduate Program:

Statistics (PHD)

Keywords:

Functional Data
Boosting
Decision Trees
Classification
Regression
Machine Learning
Supervised Learning
Unsupervised Learning

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Committee Members:

Ephraim Hanks, Professor in Charge/Director of Graduate Studies
Jia Li, Major Field Member
Matthew Reimherr, Chair & Dissertation Advisor
John Liechty, Outside Unit & Field Member
Francesca Chiaromonte, Major Field Member

Author:

Kumar, Vishnu

Title:

Supply Chain Resilience through Small and Medium-Sized Enterprises (SMEs): Representation, Partnership Prediction, and Standardization using Graph Databases

Graduate Program:

Industrial Engineering (PHD)

Keywords:

Supply Chain
Graph Database
Knowledge Graph
Machine Learning
Link Prediction
RDF
Manufacturing
BioPharma

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Committee Members:

Steven Landry, Program Head/Chair
Soundar Kumara, Chair & Dissertation Advisor
Timothy Simpson, Outside Field Member
Paul Griffin, Major Field Member
Kamesh Madduri, Outside Unit Member
Vijay Srinivasan, Special Member

Author:

Balaji, Laxmaan

Title:

A Differentiable Synthetic Prediction Market

Graduate Program:

Computer Science and Engineering (MS)

Keywords:

Machine Learning
Prediction Market
Synthetic Prediction Market
Supervised Learning
Classification

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Committee Members:

Chitaranjan Das, Program Head/Chair
C Lee Giles, Thesis Advisor/Co-Advisor
Sarah Michele Rajtmajer, Thesis Advisor/Co-Advisor
Christopher H Griffin, Committee Member