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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:

Cui, Limeng

Title:

Understanding and Detecting Online Misinformation with Auxiliary Data

Graduate Program:

Information Sciences and Technology (PHD)

Keywords:

Misinformation detection
Graph neural networks
Knowledge graph
Social media
Fraud detection
Active learning

File:

Download Dissertation.pdf

Committee Members:

Mary Beth Rosson, Professor in Charge/Director of Graduate Studies
Dongwon Lee, Chair & Dissertation Advisor
Lin Lin, Outside Unit & Field Member
Amulya Yadav, Major Field Member
Anna Squicciarini, Major Field Member

Author:

Uchendu, Adaku

Title:

Reverse Turing Test in the Age of Deepfake Texts

Graduate Program:

Information Sciences and Technology (PHD)

Keywords:

Reverse Turing Test
Turing Test
Deepfake Text Detection
Authorship Attribution
Large Language Models (LLMs)

File:

Download Reverse_Turing_Test_Dissertation.pdf

Committee Members:

Jeffrey Bardzell, Program Head/Chair
Dongwon Lee, Chair & Dissertation Advisor
Rui Zhang, Outside Unit & Field Member
Hadi Hosseini, Major Field Member
Justin Silverman, Major Field Member

Author:

Shen, Jia Tracy

Title:

AI in Education: Effective Machine Learning Methods To Improve Data Scarcity and Knowledge Generalization

Graduate Program:

Information Sciences and Technology (PHD)

Keywords:

AI
machine learning
education
BERT
nlp
Deep Generative models
time series
model generalization
transfer learning
knowledge generalization
transformer
LSTM

File:

Download AIinED_Dissertation_final_submission.pdf

Committee Members:

Dongwon Lee, Chair & Dissertation Advisor
C Lee Giles, Major Field Member
Amulya Yadav, Major Field Member
Rebecca Passonneau, Outside Unit & Field Member
Jeffrey Bardzell, Program Head/Chair

Author:

Gupta, Srishti

Title:

From Silos to Synergy: Enabling Distributed Collaboration in Citizen Science Water Quality Monitoring

Graduate Program:

Information Sciences and Technology (PHD)

Keywords:

Sustainable HCI
Citizen Science
Community Informatics
Human-Centered Design

File:

Download Srishti_Gupta_PhD_Dissertation__5_.pdf

Committee Members:

Andrea Tapia, Major Field Member
Elizabeth Boyer, Outside Unit & Field Member
Jack Carroll, Chair & Dissertation Advisor
Mary Beth Rosson, Major Field Member
Dongwon Lee, Professor in Charge/Director of Graduate Studies

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:

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:

Login to Download

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