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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:

Chen, Yukun

Title:

Aggregated Wasserstein distance for hidden Markov models and automated morphological characterization of placenta from photos

Graduate Program:

Information Sciences and Technology

Keywords:

Data science
Aggregated Wasserstein
Optimal transport
Hidden Markov model
Placenta
Pathology
Morphological characterization
Deep learning

File:

Download YukunChen-Dissertation.pdf

Committee Members:

James Z Wang, Dissertation Advisor/Co-Advisor
Jia Li, Committee Chair/Co-Chair
Xinyu Xing, Committee Member
Xiang Zhang, Committee Member
David Russell Hunter, Outside Member
Dashun Wang, Special Member
James Z Wang, Committee Chair/Co-Chair
Mary Beth Rosson, Program Head/Chair

Author:

Zheng, Guanjie

Title:

Data-driven Decision Making in Spatial Temporal Tasks

Graduate Program:

Information Sciences and Technology

Keywords:

data-driven decision making
spatial temporal data
data mining

File:

Download dissertation-zheng.pdf

Committee Members:

Zhenhui Li, Dissertation Advisor/Co-Advisor
Zhenhui Li, Committee Chair/Co-Chair
Clyde Lee Giles, Committee Member
Xiang Zhang, Committee Member
Susan Louise Brantley, Outside Member
Mary Beth Rosson, Program Head/Chair

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:

Wei, Hua

Title:

Deep Reinforcement Learning for Traffic Signal Control

Graduate Program:

Information Sciences and Technology

Keywords:

reinforcement learning
traffic signal control
urban computing

File:

Download PSUThesis_Hua__5_.pdf

Committee Members:

Zhenhui Li, Dissertation Advisor/Co-Advisor
Zhenhui Li, Committee Chair/Co-Chair
C Lee Giles, Committee Member
Xiang Zhang, Committee Member
Vikash Varun Gayah, 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:

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:

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