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Author:

Zhang, Kaixuan

Title:

A Representation-based Approach to Connect Regular Grammar and Deep Learning

Graduate Program:

Information Sciences and Technology (PHD)

Keywords:

Deep Leaning
Regular Grammar
Adversarial Machine Learning
Model Extraction
Topological Analysis

File:

Download KZ_thesis.pdf

Committee Members:

C Lee Giles, Chair & Dissertation Advisor
Shomir Wilson, Major Field Member
Daniel Kifer, Outside Unit & Field Member
Kenneth Huang, Major Field Member
Mary Beth Rosson, Program Head/Chair

Author:

Li, Xiaoting

Title:

The Good, the Bad and the Ugly: Exploring the Robustness and Applicability of Adversarial Machine Learning

Graduate Program:

Information Sciences and Technology (PHD)

Keywords:

Adversarial machine learning
Attribute privacy
Social good
Defense
Adversarial attacks

File:

Download PSU_thesis__1_.pdf

Committee Members:

Ting Wang, Major Field Member
C Lee Giles, Major Field Member
Dinghao Wu, Chair & Dissertation Advisor
Jinchao Xu, Outside Unit & Field Member
Mary Beth Rosson, Program Head/Chair

Author:

Yang, Fengting

Title:

Geometry Inspired Deep Neural Networks for 3D reconstruction

Graduate Program:

Information Sciences and Technology (PHD)

Keywords:

3D reconstruction
Geometry
Deep Neural Networks

File:

Download Fengting_dessertation_final.pdf

Committee Members:

Lingzhou Xue, Outside Unit & Field Member
C Lee Giles, Major Field Member
Mary Beth Rosson, Program Head/Chair
Sharon Huang, Chair & Dissertation Advisor
Zihan Zhou, Major Field Member

Author:

Liu, Lu

Title:

Understanding the dynamical patterns and hot streaks for creative careers

Graduate Program:

Information Sciences and Technology (PHD)

Keywords:

the science of science
hot streaks
creative careers
exploration and exploitation

File:

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Committee Members:

David Hunter, Outside Unit & Field Member
Sarah Rajtmajer, Major Field Member
C Lee Giles, Chair & Dissertation Advisor
Dashun Wang, Special Member
Mary Beth Rosson, Program Head/Chair
Kenneth Huang, Major Field Member

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

Author:

Mali, Ankur Arjun

Title:

Theoretically deriving computational limits of Artificial Neural Networks with bounded precision and time

Graduate Program:

Information Sciences and Technology (PHD)

Keywords:

Turing machine
automata theory
deep neural networks
formal language
recurrent neural network
artificial neural networks
theoretical limits
grammatical inference
state machines
memory augmented neural networks
language modelling

File:

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Committee Members:

C Lee Giles, Chair & Dissertation Advisor
Alexander Ororbia, Special Member
Daniel Kifer, Outside Unit & Field Member
Kenneth Huang, Major Field Member
Mary Beth Rosson, Program Head/Chair
Sharon Huang, Major Field Member