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Start Over Graduate Program Information Sciences and Technology Committee Member Mary Beth Rosson Committee Member Suhang Wang

1. Supervised Machine Learning for Region Assignment of Zebrafish Brain Nuclei based on Computational Assessment of Cell Neighborhoods

open_access
Open Access
Author:
Gupta, Samarth
Title:
Supervised Machine Learning for Region Assignment of Zebrafish Brain Nuclei based on Computational Assessment of Cell Neighborhoods
Graduate Program:
Information Sciences and Technology
Keywords:
Deep Learning
Microtomography
File:
Download thesis_samarth.pdf
Committee Members:
Sharon Xiaolei Huang, Thesis Advisor/Co-Advisor
Mary Beth Rosson, Program Head/Chair
Suhang Wang, Committee Member
Fenglong Ma, Committee Member

2. 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

3. 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

4. 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

5. 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