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Author:

Shen, Sida

Title:

Sepsis Data Analytics

Graduate Program:

Industrial Engineering

Keywords:

Machine learning
Deep learning
Sepsis
Healthcare
Unsupervised Learning
Data Mining

File:

Download Thesis_Sida_Shen_Final.pdf

Committee Members:

Soundar Kumara, Thesis Advisor/Co-Advisor
Robert Carl Voigt, Program Head/Chair
Kamesh Madduri, Committee Member

Author:

Lee, Beom Ki

Title:

Machine Learning in Cardiac Diseases - Comparison of Performance of Selected Algorithms

Graduate Program:

Industrial Engineering (MS)

Keywords:

Machine Learning
Healthcare
Classification
Supervised Learning
Prediction
Data Analysis
Data Science
Cardiovascular

File:

Download BKLEE_Thesis_FinalDraft.pdf

Committee Members:

Steven James Landry, Program Head/Chair
Soundar Kumara, Thesis Advisor/Co-Advisor
Paul Griffin, Committee Member

Author:

Zhou, Chen

Title:

Applications of Attention Networks in Healthcare and Manufacturing

Graduate Program:

Industrial Engineering (MS)

Keywords:

Deep learning
Transformer
Attention mechanism
Healthcare
Manufacturing

File:

Download ChenZhou.pdf

Committee Members:

Soundar Kumara, Thesis Advisor/Co-Advisor
Saurabh Basu, Committee Member
Ling Rothrock, Professor in Charge/Director of Graduate Studies

Author:

Zhu, Rui

Title:

Data-driven Modeling, Analysis, and Optimization of Sensor-integrated Complex Systems - Healthcare and Virtual Reality Applications

Graduate Program:

Industrial Engineering (PHD)

Keywords:

Data-driven modeling
Sensor-integrated complex systems
Healthcare
Virtual Reality
Cardiovascular systems
Engineering problem solving

File:

Download RuiZhu_Dissertation.pdf

Committee Members:

Soundar Kumara, Major Field Member
Eunhye Song, Major Field Member
Hui Yang, Chair & Dissertation Advisor
Prasenjit Mitra, Outside Unit & Field Member
Steven Landry, Program Head/Chair
Faisal Aqlan, Special Member