Search

Author:

Treeratpituk, Pucktada

Title:

Name Disambiguation in Academic Publications

Graduate Program:

Information Sciences and Technology

Keywords:

digital libraries
machine learning
entity resolution

File:

Download puck-msthesis.pdf

Committee Members:

C Lee Giles, Thesis Advisor/Co-Advisor
Prasenjit Mitra, Thesis Advisor/Co-Advisor
Dongwon Lee, Thesis Advisor/Co-Advisor
Madhu Reddy, Thesis Advisor/Co-Advisor

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

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