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1. Modeling, Prediction and Control of Engineering Systems with Long Short-Term Memory

open_access
Open Access
Author:
Fu, Yiwei
Title:
Modeling, Prediction and Control of Engineering Systems with Long Short-Term Memory
Graduate Program:
Mechanical Engineering
Keywords:
Artificial Intelligence
Deep Learning
Robotics
Representation Learning
Autonomous Systems
Time Series
File:
Download YiweiFu-Dissertation.pdf
Committee Members:
Asok Ray, Dissertation Advisor/Co-Advisor
Asok Ray, Committee Chair/Co-Chair
Bo Cheng, Committee Member
Minghui Zhu, Outside Member
Shashi Phoha, Outside Member
Thomas Wettergren, Special Member
Daniel Connell Haworth, Program Head/Chair

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

open_access
Open Access
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 (MS)
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

3. Resource-efficient Deep Learning: Democratizing AI at Scale

open_access
Open Access
Author:
Xu, Dongkuan
Title:
Resource-efficient Deep Learning: Democratizing AI at Scale
Graduate Program:
Information Sciences and Technology (PHD)
Keywords:
Deep Learning
Democratization
Efficient
Artificial Intelligence
Model Compression
Graph Neural Network
Acceleration
File:
Download PhD_dessertation_Dongkuan_Xu_Resource_efficient_Deep_Learning_FinalVersion.pdf
Committee Members:
Dongwon Lee, Major Field Member
Xiang Zhang, Chair & Dissertation Advisor
Xiao Liu, Outside Unit & Field Member
Mary Beth Rosson, Program Head/Chair
Suhang Wang, Major Field Member