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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:

Seo, Beomseok

Title:

Interpretable Statistical Learning: From Hidden Markov Models to Neural Networks

Graduate Program:

Statistics

Keywords:

Interpretable Machine Learning
Nonlinear Regression and Classification
Unsupervised Variable Selection
Clustering Stability
Interpretable Neural Networks

File:

Download BeomseokSeo-Dissertation.pdf

Committee Members:

Ephraim Hanks, Major Field Member
Lin Lin, Co-Chair of Committee
Jia Li, Co-Chair & Dissertation Advisor
John Yen, Outside Unit & Field Member
Ephraim Mont Hanks, Program Head/Chair

Author:

Khademi, Aria

Title:

Excursions in Causal Data Science: Fairness, Causal Attribution, and Applications

Graduate Program:

Informatics

Keywords:

Artificial Intelligence
Machine Learning
Causal Inference
Interpretable Machine Learning
Fairness
Health Care
Causal Attribution

File:

Download PhD_Dissertation_Aria_Khademi.pdf

Committee Members:

Daniel Susser, Major Field Member
Sarah Rajtmajer, Major Field Member
Vasant Honavar, Chair & Dissertation Advisor
Aleksandra Slavkovic, Outside Unit, Field & Minor Member
Mary Beth Rosson, Program Head/Chair