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Author:

Davaasuren, Dolzodmaa

Title:

Analysis of Opioid Related Adverse Events and Signal Detection with Machine Learning

Graduate Program:

Industrial Engineering

Keywords:

Opioid drugs
Adverse Drug Events
Adverse Drug Reactions
Drug-Drug Interaction

File:

Download FInal_thesis_DD.pdf

Committee Members:

Soundar Kumara, Thesis Advisor/Co-Advisor
Robert Voigt, Committee Member

Author:

Liu, Ning

Title:

DATA-DRIVEN MODELING AND INTERPRETABLE MACHINE LEARNING WITH APPLICATIONS IN HEALTHCARE

Graduate Program:

Industrial Engineering

Keywords:

Data-Driven Modeling
Interpretable Machine Learning
Healthcare Analytics
Drug-Drug Interactions
Patient Satisfaction

File:

Download NingLiu-Dissertation-FinalVersion.pdf

Committee Members:

Soundar Kumara, Dissertation Advisor/Co-Advisor
Soundar Kumara, Committee Chair/Co-Chair
Guodong Pang, Committee Member
Eunhye Song, Committee Member
Terry Harrison, Outside Member
Ling Rothrock, Program Head/Chair

Author:

Liu, Runsang

Title:

Self-organizing network modelling of 3D objects

Graduate Program:

Industrial Engineering

Keywords:

Computer-aided design
Shape matching
Network modelling
object recognition

File:

Download Thesis.pdf

Committee Members:

Hui Yang, Thesis Advisor/Co-Advisor
Soundar Kumara, Committee Member
Robert Carl Voigt, Program Head/Chair
Lingzhou Xue, Committee Member

Author:

Qiu, Zihang

Title:

markov decision-making process for risk reduction strategies in breast cancer

Graduate Program:

Industrial Engineering

Keywords:

Markov Chain
Markov Decision Making Process
Breast Cancer
Hierarchical Gaussian Process
Missing Data Imputation
Treatment Policy
Transition Probability

File:

Download Zihang_Qiu-Thesis45.pdf

Committee Members:

Hui Yang, Thesis Advisor/Co-Advisor
Robert Carl Voigt, Program Head/Chair
Soundar Kumara, Committee Member
Lingzhou Xue, Committee Member

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:

Pei, Shenli

Title:

Data-driven learning and modeling of carbon fiber reinforced polymer composites

Graduate Program:

Industrial Engineering

Keywords:

Carbon Fiber Reinforced Polymer Composite
micro X-ray Computed Tomography
microstructure informatics
mechanical property

File:

Download Dissertaion_SP_Final_2020_Summer.pdf

Committee Members:

Hui Yang, Dissertation Advisor/Co-Advisor
Hui Yang, Committee Chair/Co-Chair
Soundar Kumara, Committee Member
Timothy W. Simpson, Outside Member
Danielle Zeng, Special Member
Jingjing Li, Committee Chair/Co-Chair
Jingjing Li, Dissertation Advisor/Co-Advisor
Steven James Landry, Program Head/Chair