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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

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:

Zhang, Xinyang

Title:

Toward Secure Deep Learning Systems

Graduate Program:

Informatics

Keywords:

deep learning
computer security
attack
defense
privacy

File:

Download Final_Thesis-85.pdf

Committee Members:

Ting Wang, Dissertation Advisor/Co-Advisor
Ting Wang, Committee Chair/Co-Chair
Xinyu Xing, Committee Member
Suhang Wang, Committee Member
Minghui Zhu, Outside Member
Neil Zhenqiang Gong, Special Member
Mary Beth Rosson, Program Head/Chair

Author:

Le, Thai Quang

Title:

Trustworthy Machine Learning: Learning under Security, Explainability and Uncertainty Constraints

Graduate Program:

Information Sciences and Technology (PHD)

Keywords:

machine learning
responsible AI
explainability
adversarial attack
adversarial defense
security
privacy
XAI
trustworthy

File:

Download Thesis_ThaiLe_IST_B.pdf

Committee Members:

Dongwon Lee, Chair & Dissertation Advisor
Suhang Wang, Major Field Member
Prasenjit Mitra, Major Field Member
S. Shyam Sundar, Outside Unit & Field Member
Mary Beth Rosson, Program Head/Chair

Author:

Chen, Xianda

Title:

Energy and Quality Aware Video Streaming on Mobile Devices

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Video Streaming
Mobile Device
Energy Efficiency
Quality of Experience (QoE)

File:

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Committee Members:

Suhang Wang, Outside Unit & Field Member
Mahanth Gowda, Major Field Member
Sencun Zhu, Major Field Member
Guohong Cao, Chair & Dissertation Advisor
Chitaranjan Das, Program Head/Chair

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:

Sun, Yiwei

Title:

Adversarial Attacks and Representation Learning for Graph-structured Data

Graduate Program:

Computer Science and Engineering

Keywords:

Adversarial Attacks
Graph Mining
Graph Representation Learning

File:

Download YiweiSunThesis_update.pdf

Committee Members:

Vasant Gajanan Honavar, Dissertation Advisor/Co-Advisor
Suhang Wang, Dissertation Advisor/Co-Advisor
Sencun Zhu, Committee Member
Kamesh Madduri, Committee Member
Soundar Rajan Tirupatikumara, Outside Member
Chitaranjan Das, Program Head/Chair
Vasant Gajanan Honavar, Committee Chair/Co-Chair

Author:

Xie, Lola

Title:

Digital Media as a Self-management Tool for Young Women at Risk of Eating Disorders: A Dissertation on Patient Narratives of Eating Disorder on Social Media

Graduate Program:

Mass Communications (PHD)

Keywords:

Social Media
Self-management
Health management
Patient Narratives
Narrative Persuasion
Eating Disorders

File:

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Committee Members:

Juliet Pinto, Major Field Member
Suhang Wang, Outside Unit & Field Member
Bu Zhong, Chair & Dissertation Advisor
Jessica Myrick, Major Field Member
Anthony Olorunnisola, Program Head/Chair

Author:

Zhou, Shijie

Title:

Link Prediction on Heterophilic Graphs via Disentangled Representation Learning

Graduate Program:

Informatics (MS)

Keywords:

Graph Learning
Heterophilic Graph
Disentangled Representation Learning
Machine Learning

File:

Download Shijie_Zhou_thesis.pdf

Committee Members:

Suhang Wang, Thesis Advisor/Co-Advisor
Dongwon Lee, Committee Member
Jeffrey Bardzell, Program Head/Chair
Xiang Zhang, Committee Member