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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:

Yao, Huaxiu

Title:

Learning to Learn with Structured Knowledge

Graduate Program:

Information Sciences and Technology

Keywords:

Machine Learning
Data Mining
Deep Learning
Meta-learning
Relation Learning
Few-shot Learning

File:

Download PhD_Dissertation_Huaxiu.pdf

Committee Members:

Zhenhui Li, Dissertation Advisor/Co-Advisor
Zhenhui Li, Committee Chair/Co-Chair
Suhang Wang, Committee Member
Xiang Zhang, Committee Member
Lingzhou Xue, Outside Member
Mary Beth Rosson, Program Head/Chair

Author:

Chen, Jianhong

Title:

Reducing Model Complexity and Overcoming Overfitting: Deep Learning Algorithms and Medical Applications

Graduate Program:

Mathematics

Keywords:

Deep learning
Compressed sensing
Medical application

File:

Download JianhongChen-Dissertation.pdf

Committee Members:

Jinchao Xu, Dissertation Advisor/Co-Advisor
Wenrui Hao, Committee Member
Xiantao Li, Committee Member
Ludmil Tomov Zikatanov, Committee Member
Xiang Zhang, Outside Member
Alexei Novikov, Program Head/Chair
Jinchao Xu, Committee Chair/Co-Chair

Author:

Ou, Yanglan

Title:

Incorporating Weak Supervision and Contextual Information in Learning for Medical Image Analysis

Graduate Program:

Information Sciences and Technology (PHD)

Keywords:

medical image analysis
semi-supervised learning
weakly-supervised learning
segmentation
stroke

File:

Download dissertation.pdf

Committee Members:

James Wang, Major Field Member
Sharon Huang, Chair & Dissertation Advisor
Xiang Zhang, Major Field Member
Jia Li, Outside Unit & Field Member
Jeffrey Bardzell, Program Head/Chair

Author:

Zhou, Shijie

Title:

Link Prediction on Heterophilic Graphs via Disentangled Representation Learning

Graduate Program:

Informatics (MS)

Keywords:

Graph Learning
Heterophilic Graph
Disentangled Representation Learning
Machine Learning

File:

Download Shijie_Zhou_thesis.pdf

Committee Members:

Suhang Wang, Thesis Advisor/Co-Advisor
Dongwon Lee, Committee Member
Jeffrey Bardzell, Program Head/Chair
Xiang Zhang, Committee Member

Author:

Liao, Yiming

Title:

Characterization, Understanding, and Prediction of Temporal Dynamics of Web Contents

Graduate Program:

Information Sciences and Technology

Keywords:

time series data
temporal data
temporal pattern
social media
user behavior
news popularity
graph embedding
dynamic graph embedding
timeline summarization
news timeline

File:

Download dissertation_yiming_final.pdf

Committee Members:

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

Author:

Luo, Dongsheng

Title:

Scholar Name Disambiguation via Collective Clustering

Graduate Program:

Information Sciences and Technology

Keywords:

Name Disambiguation
Collective Clustering
Information Network

File:

Download MS_Thesis.pdf

Committee Members:

Xiang Zhang, Thesis Advisor/Co-Advisor
Suhang Wang, Committee Member
Dongwon Lee, Committee Member
Mary Beth Rosson, Program Head/Chair

Author:

Zhang, Jiasheng

Title:

Modeling and Influencing Online User Behavior with Machine Learning

Graduate Program:

Information Sciences and Technology

Keywords:

Online User Behavior
Modeling and Influencing
Machine Learning

File:

Download thesis.pdf

Committee Members:

Dongwon Lee, Dissertation Advisor/Co-Advisor
Dongwon Lee, Committee Chair/Co-Chair
Zhenhui Li, Committee Member
Xiang Zhang, Committee Member
David Jonathan Miller, Outside Member
Mary Beth Rosson, Program Head/Chair

Author:

Han, Feng

Title:

INVESTIGATE THE ROLE OF GLOBAL BRAIN ACTIVITY IN NEURODEGENERATION AND AGING

Graduate Program:

Bioengineering (PHD)

Keywords:

Resting-state functional magnetic resonance imaging
global brain activity
global signal
glymphatic system
amyloid-β
cross-hierarchy difference
Alzheimer's disease
cerebrospinal fluid
Parkinson’s disease
healthy aging
the coupling between the global brain and the cerebrospinal fluid fMRI signals

File:

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Committee Members:

Xiao Liu, Chair & Dissertation Advisor
Nanyin Zhang, Major Field Member
Michele Diaz, Major Field Member
Daniel Hayes, Program Head/Chair
Xuemei Huang, Outside Unit & Field Member
Xiang Zhang, Outside Field Member

Author:

Luo, Dongsheng

Title:

Denoising and Integrating Complex Networks for Big Data Analysis

Graduate Program:

Information Sciences and Technology (PHD)

Keywords:

Graph neural Networks
Complex Network Analysis
XAI

File:

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Committee Members:

Dongwon Lee, Major Field Member
Xiang Zhang, Chair & Dissertation Advisor
Suhang Wang, Major Field Member
Xiao Liu, Outside Unit & Field Member
Mary Beth Rosson, Program Head/Chair