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Author:

Kamani, Mohammad Mahdi

Title:

Multiobjective Optimization Approaches for Bias Mitigation in Machine Learning

Graduate Program:

Informatics

Keywords:

Bias Mitigation
Multiobjective Optimization
Pareto Efficient
Pareto Frontier
Class-imbalance
Bilevel Optimization
Fairness

File:

Download Kamani_Dissertation.pdf

Committee Members:

James Z Wang, Dissertation Advisor/Co-Advisor
James Z Wang, Committee Chair/Co-Chair
C Lee Giles, Committee Member
Xiang Zhang, Committee Member
Chris Eliot Forest, Outside Member
Mehrdad Mahdavi, Dissertation Advisor/Co-Advisor
Mehrdad Mahdavi, Committee Chair/Co-Chair
Jia Li, Outside Member
Mary Beth Rosson, Program Head/Chair

Author:

Tang, Xianfeng

Title:

Beyond Accurate Graph Neural Networks

Graduate Program:

Information Sciences and Technology

Keywords:

Machine Learning
Data Mining
Graph Data
Graph Neural Networks
Adversarial Attack
Robustness
Fairness
Explainable Machine Learning
Deep Learning

File:

Download Final_Dissertation_Beyond_Accurate_Graph_Neural_Networks.pdf

Committee Members:

Prasenjit Mitra, Dissertation Advisor/Co-Advisor
Prasenjit Mitra, Committee Chair/Co-Chair
Suhang Wang, Committee Chair/Co-Chair
Xiang Zhang, Committee Member
Wang-Chien Lee, Outside Member
Mary Beth Rosson, Program Head/Chair
Suhang Wang, Dissertation Advisor/Co-Advisor

Author:

Khademi, Aria

Title:

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

Graduate Program:

Informatics (PHD)

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