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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

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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

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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

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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

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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
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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

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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

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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

Restricted (Penn State Only)

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

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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

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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

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