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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

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

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:

Pisztora, Vincent

Title:

Model Agnostic Regularization via Data Augmentation and Explainable Ensembles

Graduate Program:

Statistics

Keywords:

Machine Learning
Deep Learning
Data Augmentation
Semi-Supervised Learning
Explainability
Interpretability
XAI

File:

Download Dissertation_Pisztora_PSU.pdf

Committee Members:

David Hunter, Major Field Member
Sharon Huang, Outside Field Member
Daniel Kifer, Outside Unit & Field Member
Jia Li, Chair & Dissertation Advisor
Francesca Chiaromonte, Major Field Member
Runze Li, Professor in Charge/Director of Graduate Studies