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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:

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:

Guo, Wenbo

Title:

Explainable AI Techniques for Security

Graduate Program:

Information Sciences and Technology (PHD)

Keywords:

computer security
machine learning
explainable AI
deep learning

File:

Download Dissertation.pdf

Committee Members:

Mary Beth Rosson, Program Head/Chair
Lin Lin, Outside Unit & Field Member
Ting Wang, Co-Chair, Major Member & Dissertation Advisor
C Lee Giles, Major Field Member
Xinyu Xing, Co-Chair & Dissertation Advisor