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Start Over Year 2020 Committee Member Mary Beth Rosson Committee Member Xiang Zhang

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

open_access
Open Access
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

2. Data-driven Decision Making in Spatial Temporal Tasks

open_access
Open Access
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

3. Modeling Spatiotemporality for Multivariate Time Series in Urban Applications

open_access
Open Access
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

4. Multiobjective Optimization Approaches for Bias Mitigation in Machine Learning

open_access
Open Access
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

5. Deep Reinforcement Learning for Traffic Signal Control

open_access
Open Access
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

6. Beyond Accurate Graph Neural Networks

open_access
Open Access
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

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

open_access
Open Access
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

9. Modeling and Influencing Online User Behavior with Machine Learning

open_access
Open Access
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