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Author:

Tang, Xianfeng

Title:

Modeling Spatiotemporality for Multivariate Time Series in Urban Applications

Graduate Program:

Information Sciences and Technology

Keywords:

Machine learning
Data mining
Time series
Spatial-temporal
Smart city

File:

Download Xianfeng_Tang_MS_Thesis_Final.pdf

Committee Members:

Prasenjit Mitra, Thesis Advisor/Co-Advisor
Suhang Wang, Thesis Advisor/Co-Advisor
Xiang Zhang, Committee Member
Wang-Chien Lee, Committee 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:

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:

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:

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:

Liang, Junjie

Title:

Predictive Modeling for High Dimensional Longitudinal Data

Graduate Program:

Informatics (PHD)

Keywords:

Longitudinal data analysis
longitudinal correlation
cluster correlation
Gaussian Process
Factorization Machines

File:

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Committee Members:

Xiang Zhang, Major Field Member
Lin Lin, Outside Unit & Field Member
Suhang Wang, Major Field Member
Vasant Honavar, Chair & Dissertation Advisor
Mary Beth Rosson, Program Head/Chair

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:

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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