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Author:

Parbhakar, Manu

Title:

Use of Neural Networks in Financial Trading and Asset Allocation

Graduate Program:

Computer Science and Engineering

Keywords:

Neural
Technical Indicators
ANN
AI

File:

Download Manu_Final_Copy.pdf

Committee Members:

Yuan Xie, Thesis Advisor/Co-Advisor

Author:

Subbakrishna Adishesha, Amogh

Title:

Prediction and Estimation of Human Motion using Generative-Adversarial Network

Graduate Program:

Electrical Engineering

Keywords:

GANs
LSTM
Motion Prediction
Deep Learning
Neural Networks
AI
Prediction Error

File:

Download PS-Thesis-AmoghFinal.pdf

Committee Members:

Robert Collins, Thesis Advisor/Co-Advisor
David Jonathan Miller, Committee Member
Mehdi Kiani, Committee Member

Author:

Kaulakis, Ryan

Title:

Domain-Specific Languages as a Method for Representation and Evolutionary Search Among Global Solution Space of Cognitively Plausible Algorithmic Behaviors

Graduate Program:

Information Sciences and Technology

Keywords:

AI
ML
Cogsci
Cogarch
actr
dsl

File:

Download kaulakis_dissertation_post_def_rev_w_cv_final_20201218__003_.pdf

Committee Members:

Frank Edward Ritter, Dissertation Advisor/Co-Advisor
Amulya Yadav, Committee Member
Richard Alan Carlson, Outside Member
Mary Beth Rosson, Program Head/Chair
Frank Edward Ritter, Committee Chair/Co-Chair
John Yen, Committee Member

Author:

Yu, Mingzhao

Title:

Discriminative brain image analysis via geometrically inspired deep networks

Graduate Program:

Electrical Engineering

Keywords:

neuroimaging
AI
hydrocephalus
attention regularization
brain volume estimation
ultrasound
CT
MRI
classification

File:

Download Thesis.pdf

Committee Members:

Madhavan Swaminathan, Program Head/Chair
Mahanth Gowda, Major Field Member
Nanyin Zhang, Outside Unit & Field Member
Mehdi Kiani, Major Field Member
Steven J. Schiff, Special Member
Vishal Monga, Chair & Dissertation Advisor

Author:

Widdowson, Denise

Title:

Computational Optimization of Material Properties via a Multi-Field-Assisted Additive Manufacturing Process

Graduate Program:

Mechanical Engineering

Keywords:

Multifield Processing
Multiobjective Optimization
Machine Learning
AI
Magnetic Particle Composite
Computational Homogenization
Support Vector Regression
Magnetic Polymer Composites
Magnetoactive Elastomer
Inverse Materials Design Problem
Additive Manufacturing
Electromagnetic
Dielectric
Microarchitecture

File:

Download Denise_Widdowson_Dissertation.pdf

Committee Members:

Robert Francis Kunz, Professor in Charge/Director of Graduate Studies
Paris Vonlockette, Chair & Dissertation Advisor
Zoubeida Ounaies, Major Field Member
Allison Beese, Outside Unit & Field Member
Mary Frecker, Major Field Member

Author:

Garcia, Miguel

Title:

Insights on the use of Machine Learning to Predict Retention of Career Soldiers in the United States Army

Graduate Program:

Data Analytics

Keywords:

Artificial Intelligence
Machine Learning
AI
Deep Learning
Decision Tree
Logistic Regression
Random Forest
XGBoost
Artificial Neural Network
Deep Neural Network
U.S. Army
Military
Attrition
Retention
Person-Event Data Environment
PDE
Department of Defense
DoD
Army Analytics Group
AAG
Naive Bayes
Active Duty
Enlistment
Commissioned Officers
Soldiers
Area Under the Curve
AUC
Data Analytics
Retirement
MEDPROS
PHA
MEPCOM
DTMS
ATMS
ROC Curve
Variable Importance
Preprocessing
Data Quality

File:

Download Insights_on_the_use_of_AI_to_Predict_Retention_of_Career_Soldiers_in_the_US_Army.pdf

Committee Members:

Colin Neill, Program Head/Chair
Partha Mukherjee, Thesis Advisor/Co-Advisor
Guanghua Qiu, Committee Member
Youakim Badr, Thesis Advisor/Co-Advisor

Author:

Fang, Binchen

Title:

Analysis on AI method for Detecting DNS Cache Poisoning Attack

Graduate Program:

Cybersecurity Analytics and Operations

Keywords:

DNS
XAI tools
DNS Cache Poisoning
Analysis
AI
Cybersecurity

File:

Download Binchen_Fang_Thesis_Final_update.pdf

Committee Members:

Peng Liu, Thesis Advisor/Co-Advisor
Michael Keith Hills, Committee Member
Jeffrey Bardzell, Program Head/Chair
Hong Hu, Committee Member
C Lee Giles, Committee Member

Author:

Shen, Jia Tracy

Title:

AI in Education: Effective Machine Learning Methods To Improve Data Scarcity and Knowledge Generalization

Graduate Program:

Information Sciences and Technology

Keywords:

AI
machine learning
education
BERT
nlp
Deep Generative models
time series
model generalization
transfer learning
knowledge generalization
transformer
LSTM

File:

Download AIinED_Dissertation_final_submission.pdf

Committee Members:

Dongwon Lee, Chair & Dissertation Advisor
C Lee Giles, Major Field Member
Amulya Yadav, Major Field Member
Rebecca Passonneau, Outside Unit & Field Member
Jeffrey Bardzell, Program Head/Chair

Author:

Dhanorkar, Shipi

Title:

An Investigation of the Design Space for Student Learning Tools that Aid Interaction with Recorded Lecture Content

Graduate Program:

Informatics

Keywords:

Lecture Recording
AI
Human-Computer Interaction
Design
Scenario-Based Design Research
Higher Education

File:

Login to Download

Committee Members:

Priya Sharma, Outside Unit & Field Member
D. Benjamin Hellar, Special Member
Mary Beth Rosson, Chair & Dissertation Advisor
Mary Beth Rosson, Program Head/Chair
Jack Carroll, Major Field Member
Kenneth Huang, Major & Minor Field Member

Author:

Prajapati, Rupesh

Title:

Leveraging Large Darknets for Actionable Threat Intelligence: An Artificial Intelligence-Driven Approach

Graduate Program:

Informatics

Keywords:

Threat Intelligence
Artificial Intelligence
AI
Network Telescopes
Darknet
Machine Learning
Cybersecurity
Cyber Threat
Internet Landscape
Temporal Change Detection

File:

Download PhD_Dissertation_Rupesh.pdf

Committee Members:

Carleen Maitland, Program Head/Chair
Vasant Honavar, Major Field Member
Jia Li, Outside Unit & Field Member
Michalis Kallitsis, Special Member
Dinghao Wu, Chair & Dissertation Advisor
John Yen, Major Field Member

Author:

Puhan, Amrit

Title:

Recovering Ground Truth Rankings When The Majority Is Misinformed

Graduate Program:

Informatics

Keywords:

Computational Social Choice
AI
Voting
Bayesian Inference
Multi-agent systems
Statistical Modeling
Concentration Analysis

File:

Login to Download

Committee Members:

Hadi Hosseini, Thesis Advisor/Co-Advisor
Justin Silverman, Committee Member
Dongwon Lee, Professor in Charge/Director of Graduate Studies
Luke Zhang, Committee Member