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Start Over Committee Member Dongwon Lee Keyword machine learning Access Level open_access

2. Exploiting user-generated data for knowledge discovery and recommendation

open_access
Open Access
Author:
Liu, Haibin
Title:
Exploiting user-generated data for knowledge discovery and recommendation
Graduate Program:
Information Sciences and Technology
Keywords:
data mining
machine learning
recommender system
social media
user-generated data
File:
Download Haibin-thesis.pdf
Committee Members:
Dongwon Lee, Dissertation Advisor/Co-Advisor
John Yen, Committee Member
Guoray Cai, Committee Member
Fuqing Zhang, Committee Member

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

open_access
Open Access
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

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

open_access
Open Access
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