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Author:

Bian, Yuchen

Title:

LOCAL COMMUNITY DETECTION ON COMPLEX NETWORKS

Graduate Program:

Information Sciences and Technology

Keywords:

Local community detection
random walk
memory-based random walk
multi-walker chain
query replacement
query node
topology potential field

File:

Download YourName-Dissertation.pdf

Committee Members:

Xiang Zhang, Dissertation Advisor/Co-Advisor
Xiang Zhang, Committee Chair/Co-Chair
Dongwon Lee, Committee Member
Zihan Zhou, Committee Member
Chaopeng Shen, Outside Member
Mary Beth Rosson, 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:

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

Author:

Xu, Dongkuan

Title:

Resource-efficient Deep Learning: Democratizing AI at Scale

Graduate Program:

Information Sciences and Technology (PHD)

Keywords:

Deep Learning
Democratization
Efficient
Artificial Intelligence
Model Compression
Graph Neural Network
Acceleration

File:

Download PhD_dessertation_Dongkuan_Xu_Resource_efficient_Deep_Learning_FinalVersion.pdf

Committee Members:

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

Author:

Yan, Yaowei

Title:

Fast Local Graph Node Proximity Ranking

Graduate Program:

Information Sciences and Technology (PHD)

Keywords:

Random Walk
Graph Clustering
Community Detection
Link Prediction
Multi-network Analysis
Social Network
Social Recommendation
Adversarial Attack

File:

Login to Download

Committee Members:

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

Author:

Pang, Ren

Title:

Understanding and Mitigating Neural Backdoors

Graduate Program:

Informatics (PHD)

Keywords:

backdoor attack
deep learning
backdoor defense
AutoML
Neural Architecture Search

File:

Download main.pdf

Committee Members:

Xiang Zhang, Major Field Member
Fenglong Ma, Major Field Member
Ting Wang, Chair & Dissertation Advisor
Sencun Zhu, Outside Unit & Field Member
Dongwon Lee, Professor in Charge/Director of Graduate Studies