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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:

Hsieh, Tsung Yu

Title:

Explainable Predictive Modeling and Causal Effect Estimation from Complex Time-varying Data

Graduate Program:

Computer Science and Engineering

Keywords:

Explainable Machine Learning
Time Series Learning
Deep Neural Networks
Attention Networks
Functional Data Analysis
Causal Inference

File:

Download Dissertation-TsungYuHsieh.pdf

Committee Members:

David Miller, Major Field Member
Wang-Chien Lee, Major Field Member
Vasant Honavar, Chair & Dissertation Advisor
Matthew Reimherr, Outside Unit & Field Member
Chitaranjan Das, Program Head/Chair