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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:

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

Author:

Xu, Dongkuan

Title:

Resource-efficient Deep Learning: Democratizing AI at Scale

Graduate Program:

Information Sciences and Technology (PHD)

Keywords:

Deep Learning
Democratization
Efficient
Artificial Intelligence
Model Compression
Graph Neural Network
Acceleration

File:

Download PhD_dessertation_Dongkuan_Xu_Resource_efficient_Deep_Learning_FinalVersion.pdf

Committee Members:

Dongwon Lee, Major Field Member
Xiang Zhang, Chair & Dissertation Advisor
Xiao Liu, Outside Unit & Field Member
Mary Beth Rosson, Program Head/Chair
Suhang Wang, Major Field Member

Author:

Liang, Junjie

Title:

Predictive Modeling for High Dimensional Longitudinal Data

Graduate Program:

Informatics (PHD)

Keywords:

Longitudinal data analysis
longitudinal correlation
cluster correlation
Gaussian Process
Factorization Machines

File:

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Committee Members:

Xiang Zhang, Major Field Member
Lin Lin, Outside Unit & Field Member
Suhang Wang, Major Field Member
Vasant Honavar, Chair & Dissertation Advisor
Mary Beth Rosson, Program Head/Chair

Author:

Yan, Yaowei

Title:

Fast Local Graph Node Proximity Ranking

Graduate Program:

Information Sciences and Technology (PHD)

Keywords:

Random Walk
Graph Clustering
Community Detection
Link Prediction
Multi-network Analysis
Social Network
Social Recommendation
Adversarial Attack

File:

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Committee Members:

Xiang Zhang, Chair & Dissertation Advisor
Suhang Wang, Major Field Member
Xiao Liu, Outside Unit & Field Member
Mary Beth Rosson, Program Head/Chair
Dongwon Lee, Major Field Member