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Start Over Degree PHD Committee Member Xiang Zhang

1. Mining Heterogeneous Data for Semantic Understanding of Mobility Data

open_access
Open Access
Author:
Wu, Fei
Title:
Mining Heterogeneous Data for Semantic Understanding of Mobility Data
Graduate Program:
Information Sciences and Technology
Keywords:
semantic annotation
mobility data
data mining
File:
Download FeiWu-Dissertation.pdf
Committee Members:
Zhenhui Li, Dissertation Advisor/Co-Advisor
Zhenhui Li, Committee Chair/Co-Chair
Clyde Lee Giles, Committee Member
Xiang Zhang, Committee Member
Wang-Chien Lee, Outside Member

3. Unveiling the Wall: Physical Manifestations of Socio-spatial Boundaries in the US

open_access
Open Access
Author:
Rahimi, Sohrab
Title:
Unveiling the Wall: Physical Manifestations of Socio-spatial Boundaries in the US
Graduate Program:
Architecture
Keywords:
Urban Sociology
Urban Culture
GIS
Machine Learning
Social Media
Yelp
Urban Computation
Taste
Bourdieu
Social Boundaries
Segregation
American Cities
File:
Download UnveilingTheWall_SohrabRahimi.pdf
Committee Members:
Mallika Bose, Dissertation Advisor/Co-Advisor
Mallika Bose, Committee Chair/Co-Chair
Clio Maria Andris, Committee Member
Xiang Zhang, Committee Member
Jose M Pinto Duarte, Outside Member

4. LOCAL COMMUNITY DETECTION ON COMPLEX NETWORKS

open_access
Open Access
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

5. 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

6. 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

7. 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

8. 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

9. 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

10. Learning to Learn with Structured Knowledge

open_access
Open Access
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