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Author:

Bayiz, Yagiz

Title:

Wing Trajectory Optimization and Modelling for Flapping Flight

Graduate Program:

Mechanical Engineering (PHD)

Keywords:

Bioinspired Robotics
Aerial Robotics
Locomotion
Flapping Flight
Optimization
Machine Learning

File:

Download YB_Dissertation.pdf

Committee Members:

Mark Maughmer, Outside Unit & Field Member
Hosam Fathy, Special Member
Bo Cheng, Chair & Dissertation Advisor
Xiang Yang, Major Field Member
Asok Ray, Major Field Member
Daniel Haworth, Professor in Charge/Director of Graduate Studies

Author:

Gilani, Faheem

Title:

Diffusion Maps and its Applications to Time series Forecasting and Filtering and Second Order Elliptic PDEs

Graduate Program:

Mathematics (PHD)

Keywords:

Machine Learning
kernel methods
nerural networks
chaotic dynamics
manifold learning
diffusion maps
ENSO

File:

Download Dissertation_2.pdf

Committee Members:

Alberto Bressan, Major Field Member
John Harlim, Chair & Dissertation Advisor
Bharath Kumar Sriperumbudur, Outside Unit & Field Member
Xiantao Li, Major Field Member
Carina Curto, Program Head/Chair

Author:

Rahimian, Mina

Title:

A Data Mining Model and a Real-Time Predictive Software Prototype for the Spatial Design and Planning of High Energy Performance Solar Community Microgrids

Graduate Program:

Architecture (PHD)

Keywords:

Data Mining
Machine Learning
Community Microgrid
Energy Consumption
Urban Scale
Energy Performance
Predictive
Software

File:

Download PhD_Dissertation_Mina_Rahimian.pdf

Committee Members:

Jose Pinto Duarte, Chair & Dissertation Advisor
Seth Blumsack, Outside Unit Member
Lisa Iulo, Major Field Member & Dissertation Advisor
Guido Cervone, Outside Field Member
Ute Poerschke, 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

File:

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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

File:

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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

File:

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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

File:

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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:

Shin, Hyunjong

Title:

ANALYTICAL AND EMPIRICAL MODELS FOR PROCESS TRANSFORMATION TOWARDS SMARTER MAINTENANCE

Graduate Program:

Industrial Engineering

Keywords:

Smart Maintenance
Artificial Intelligence
Machine Learning
System Interaction
Business Process
Business Process Transformation
Human Centered System

File:

Download HJSHIN_Dissertation_04132021.pdf

Committee Members:

Vittaldas V Prabhu, Dissertation Advisor/Co-Advisor
Vittaldas V Prabhu, Committee Chair/Co-Chair
Ling Rothrock, Committee Member
Paul Marshal Griffin, Committee Member
Suvrat Saurabh Dhanorkar, Outside Member
Felisa Preciado Higgins, Special Member
Steven James Landry, Program Head/Chair

Author:

Owen, Stephen

Title:

Essays on Conditional Asset Pricing and Machine Learning in Finance

Graduate Program:

Business Administration

Keywords:

Finance
Asset Pricing
Conditional Asset Pricing
Machine Learning

File:

Download 20210208_dissertation_vita_combined.pdf

Committee Members:

Timothy T Simin, Dissertation Advisor/Co-Advisor
Timothy T Simin, Committee Chair/Co-Chair
Stephen Lenkey, Committee Member
Giang Nguyen, Committee Member
Jed J Neilson, Outside Member
Quanwei Cao, Committee Chair/Co-Chair
Alexey Zhdanov, Committee Member
Brent William Ambrose, Program Head/Chair
Quanwei Cao, Dissertation Advisor/Co-Advisor

Author:

Yao, Huaxiu

Title:

Learning to Learn with Structured Knowledge

Graduate Program:

Information Sciences and Technology

Keywords:

Machine Learning
Data Mining
Deep Learning
Meta-learning
Relation Learning
Few-shot Learning

File:

Download PhD_Dissertation_Huaxiu.pdf

Committee Members:

Zhenhui Li, Dissertation Advisor/Co-Advisor
Zhenhui Li, Committee Chair/Co-Chair
Suhang Wang, Committee Member
Xiang Zhang, Committee Member
Lingzhou Xue, Outside Member
Mary Beth Rosson, Program Head/Chair