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Author:

Tofighi, Mohammad

Title:

Informed Learning for Image Restoration and Understanding

Graduate Program:

Electrical Engineering

Keywords:

Machine Learning
Cell Detection
Image Processing
Image Deblurring
Deep Learning
Video Deblurring

File:

Download Tofighi_Dissertation.pdf

Committee Members:

Vishal Monga, Dissertation Advisor/Co-Advisor
Vishal Monga, Committee Chair/Co-Chair
William Evan Higgins, Committee Member
Jeffrey Louis Schiano, Committee Member
Leonid V Berlyand, Outside Member
Kultegin Aydin, Program Head/Chair

Author:

Durairaj, Deepit Abhishek

Title:

Unsupervised Deep Learning Approach For Photoacoustic Spectral Unmixing.

Graduate Program:

Electrical Engineering

Keywords:

Spectral Unmixing
Machine Learning
Autoencoders
Unsupervised Learning
Photoacoustic Imaging

File:

Download Deepit_Durairaj_Thesis.pdf

Committee Members:

Sri-Rajasekhar Kothapalli, Thesis Advisor/Co-Advisor
David Jonathan Miller, Thesis Advisor/Co-Advisor
William Evan Higgins, Committee Member
Sri-Rajasekhar Kothapalli, Program Head/Chair

Author:

Alamoudi, Hassan

Title:

Applications of artificial intelligence and machine learning in healthcare: A cardiovascular case

Graduate Program:

Industrial Engineering

Keywords:

Artificial Intelligence
Machine Learning
Healthcare
Cardiovascular

File:

Download Hassan_Alamoudi-MS_Thesis_Dec_2019.pdf

Committee Members:

Soundar Rajan Tirupatikumara, Thesis Advisor/Co-Advisor
Robert Carl Voigt, Program Head/Chair
Hui Yang, Committee Member
Robert Carl Voigt, Special Signatory

Author:

Cherukuri, Venkateswara Rao

Title:

Domain Enriched Learning for Brain Image Analysis

Graduate Program:

Electrical Engineering

Keywords:

Brain Imaging
MRI
CT
Machine Learning
Deep Learning
Priors

File:

Download venkat_thesis.pdf

Committee Members:

Vishal Monga, Dissertation Advisor/Co-Advisor
Vishal Monga, Committee Chair/Co-Chair
Vijaykrishnan Narayanan, Committee Member
Nanyin Zhang, Committee Member
Jesse Louis Barlow, Outside Member
Steven Schiff, Dissertation Advisor/Co-Advisor
Steven Schiff, Committee Chair/Co-Chair
Kultegin Aydin, Program Head/Chair

Author:

Morgan, Steven

Title:

Rights Talk at the Intersection of Religious Conservatism and US Politics

Graduate Program:

Political Science

Keywords:

Religion and Politics
Text as Data
Machine Learning
Political Communication

File:

Download Morgan_Dissertation_Final_3-3-20.pdf

Committee Members:

Michael J Nelson, Dissertation Advisor/Co-Advisor
Michael J Nelson, Committee Chair/Co-Chair
Eric Plutzer, Committee Member
Burt Monroe, III, Committee Member
Roger Finke, Outside Member
Glenn Hunter Palmer, Program Head/Chair

Author:

Sengul, Mert Yigit

Title:

ATOMISTIC LEVEL INVESTIGATION OF DISSOLUTION, PRECIPITATION AND SURFACE DIFFUSION DYNAMICS AT THE AQUEOUS INTERFACES USING REAXFF AND APPLICATION OF DEEP LEARNING TO FORCE FIELD PARAMETERIZATION

Graduate Program:

Materials Science and Engineering

Keywords:

Cold Sintering Process
ReaxFF
Aqueous Interfaces
Deep Learning
Machine Learning
Molecular Dynamics
Surface Diffusion
Langmuir Model

File:

Download Sengul_MY_Dissertation_MatSE.pdf

Committee Members:

Clive A Randall, Dissertation Advisor/Co-Advisor
Clive A. Randall, Committee Chair/Co-Chair
Adrianus C Van Duin, Committee Chair/Co-Chair
Ismaila Dabo, Committee Member
Enrique Daniel Gomez, Outside Member
Adrianus C Van Duin, Dissertation Advisor/Co-Advisor
John C Mauro, Program Head/Chair

Author:

Zhao, Junqi

Title:

Towards a Proactive Real-Time Data-Driven Musculoskeletal Disorders Prevention Approach in Construction

Graduate Program:

Architectural Engineering

Keywords:

Construction Safety Management
Proactive Injury Prevention
Wearable Sensing
Machine Learning
Deep Learning
Ergonomics
Construction Safety Management
Injury Prevention
Wearable Sensing
Machine Learning
Deep Learning
Ergonomics

File:

Download Ph.D._Dissertation__Junqi_Zhao_.pdf

Committee Members:

Esther Adhiambo Obonyo, Dissertation Advisor/Co-Advisor
Esther Adhiambo Obonyo, Committee Chair/Co-Chair
Somayeh Asadi, Committee Member
Sven G Bilen, Committee Member
Andris Freivalds, Outside Member
Sez Atamturktur, Program Head/Chair

Author:

O'Connor, Philip

Title:

Machine Learning For Electromagnetic Metamaterial Design

Graduate Program:

Electrical Engineering

Keywords:

Machine Learning
Electromagnetics
Metamaterials
Neural Networks

File:

Download OConnor_Masters_Thesis_Final.pdf

Committee Members:

Douglas Henry Werner, Thesis Advisor/Co-Advisor
Kultegin Aydin, Program Head/Chair
Pingjuan Li Werner, Committee Member

Author:

Steinkruger, Dylan

Title:

An Artificially Intelligent System for the Automated Issuance of Tornado Warnings in Simulated Convective Storms

Graduate Program:

Meteorology

Keywords:

Convective Storms
Tornadoes
Prediction
Artificial Intelligence
Machine Learning

File:

Download SteinkrugerThesisFinal.pdf

Committee Members:

Paul Markowski, Thesis Advisor/Co-Advisor
George Spencer Young, Thesis Advisor/Co-Advisor
David Jonathan Stensrud, Committee Member
David Jonathan Stensrud, Program Head/Chair

Author:

Eden, Grant

Title:

Using a UAV and Edge Computing to Identify and Throw Away Trash

Graduate Program:

Computer Science and Engineering

Keywords:

UAV
Edge Computing
Drone
TPU
Machine Learning

File:

Download ThesisGrantEden.pdf

Committee Members:

Vijaykrishnan Narayanan, Thesis Advisor/Co-Advisor
John Morgan Sampson, Thesis Advisor/Co-Advisor
Bhuvan Urgaonkar, Program Head/Chair

Author:

Gong, Xi

Title:

Machining Behavior and Material Properties in Additive Manufacturing of Ti-6Al-4V Parts

Graduate Program:

Mechanical Engineering

Keywords:

Additive Manufacturing
Ti-6Al-4V
PSP Linkages
Machine Learning
Microstructure

File:

Download Xi_Gong_Dissertation_Draft_0707v2.pdf

Committee Members:

Guhaprasanna Manogharan, Dissertation Advisor/Co-Advisor
Guhaprasanna Manogharan, Committee Chair/Co-Chair
Edward Demeter, Committee Member
Eric Russell Marsh, Committee Member
Saurabh Basu, Outside Member
Daniel Connell Haworth, Program Head/Chair

Author:

Imani, Farhad

Title:

Sensor-based Modeling and Analysis of Advanced Manufacturing Systems for Quality Improvements

Graduate Program:

Industrial Engineering

Keywords:

Additive Manufacturing
Artificial Intelligence
Smart Manufacturing
Machine Learning
Process Monitoring and Control
Quality Control

File:

Download Dissertation_Final_Farhad_Imani.pdf

Committee Members:

Hui Yang, Dissertation Advisor/Co-Advisor
Hui Yang, Committee Chair/Co-Chair
Timothy W. Simpson, Committee Member
Saurabh Basu, Committee Member
Edward William Reutzel, Outside Member
Steven James Landry, Program Head/Chair

Author:

Malviya, Manoj

Title:

Characterizing Implicit Cognitive Process in Engineering Design Across Contexts using Machine Learning Methods

Graduate Program:

Mechanical Engineering

Keywords:

Engineering
Design
Machine Learning
Education
Design Thinking

File:

Download MANOJ_THESIS_FINAL_.pdf

Committee Members:

Catherine G P Berdanier, Thesis Advisor/Co-Advisor
Christopher Carson Mccomb, Committee Member
Daniel Connell Haworth, Program Head/Chair

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

File:

Login to Download

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:

Ren, Zihan

Title:

Application of Data Driven Machine Learning Methodologies for Predicting Reamining Useful Life of Equipment

Graduate Program:

Energy and Mineral Engineering

Keywords:

Machine Learning
Remaining useful life estimation
turbofan engine
Oil and gas equipment

File:

Download MS-thesis-ZihanRen.pdf

Committee Members:

Sanjay Srinivasan, Thesis Advisor/Co-Advisor
Mort D Webster, Committee Member
Eugene C Morgan, Committee Member
Sanjay Srinivasan, Program Head/Chair

Author:

Tang, Xianfeng

Title:

Beyond Accurate Graph Neural Networks

Graduate Program:

Information Sciences and Technology

Keywords:

Machine Learning
Data Mining
Graph Data
Graph Neural Networks
Adversarial Attack
Robustness
Fairness
Explainable Machine Learning
Deep Learning

File:

Download Final_Dissertation_Beyond_Accurate_Graph_Neural_Networks.pdf

Committee Members:

Prasenjit Mitra, Dissertation Advisor/Co-Advisor
Prasenjit Mitra, Committee Chair/Co-Chair
Suhang Wang, Committee Chair/Co-Chair
Xiang Zhang, Committee Member
Wang-Chien Lee, Outside Member
Mary Beth Rosson, Program Head/Chair
Suhang Wang, Dissertation Advisor/Co-Advisor

Author:

Ayub, Ali

Title:

Few-Shot Continual Learning of Visual Concepts

Graduate Program:

Electrical Engineering

Keywords:

Continual Learning
Catastrophic Forgetting
Human-Robot Interaction
Self-Supervised Learning
Curiosity-Driven Learning
Cognitively-Inspired Learning
Robotics
Machine Learning
Computer Vision

File:

Download PhD_Thesis___Ali_Ayub.pdf

Committee Members:

Sven G Bilen, Dissertation Advisor/Co-Advisor
Sven G Bilen, Committee Chair/Co-Chair
Minghui Zhu, Committee Member
Vishal Monga, Committee Member
Elisabeth Karuza, Outside Member
Alan R. Wagner, Dissertation Advisor/Co-Advisor
Alan Richard Wagner, Committee Chair/Co-Chair
Kultegin Aydin, Program Head/Chair

Author:

Hall, Donald L

Title:

Exploitation of space-time wireless channel characteristics for indoor source localization

Graduate Program:

Electrical Engineering

Keywords:

Indoor Source Localization
Direction of Arrival Estimation
Machine Learning
Multipath
Polarization Diversity
Spatial Scattering
Wireless Channel

File:

Download dlh_dissertation.pdf

Committee Members:

Ram Mohan Narayanan, Dissertation Advisor/Co-Advisor
Ram Mohan Narayanan, Committee Chair/Co-Chair
John F Doherty, Committee Member
David Marion Jenkins, Jr., Committee Member
Michelle Celine Vigeant, Outside Member
Erik Henry Lenzing, Special Member
Kultegin Aydin, Program Head/Chair

Author:

Sterge, Nicholas

Title:

COMPUTATIONAL-STATISTICAL TRADEOFF IN APPOROXIMATE KERNEL PRINCIPAL COMPONENT ANALYSIS

Graduate Program:

Statistics (PHD)

Keywords:

Statistics
Kernel Methods
Machine Learning
Principal Component Analysis
Approximation Methods

File:

Download NicholasJSterge_Dissertation_2_0.pdf

Committee Members:

John Harlim, Outside Unit & Field Member
Bharath Kumar Sriperumbudur, Chair & Dissertation Advisor
Bing Li, Major Field Member
Ethan Fang, Major Field Member
Ephraim Mont Hanks, Program Head/Chair

Author:

Yuan, Lun Pin

Title:

Towards Designing Accurate Detection Methods for Emerging Cyber Threats

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Anomaly Detection
Cybersecurity
Machine Learning
Deep Learning
Cyberthreats
Malware

File:

Download lunpin_dissertation.pdf

Committee Members:

Peng Liu, Co-Chair of Committee
G. Tan, Major Field Member
Sencun Zhu, Chair & Dissertation Advisor
Anna Squicciarini, Outside Unit & Field Member
Guohong Cao, Major Field Member
Chitaranjan Das, Program Head/Chair