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Author:

Farooq, Umer

Title:

Supporting creativity: Investigating the role of awareness in distributed collaboration

Graduate Program:

Information Sciences and Technology

Keywords:

creativity
awareness
human computer interaction
computer supported cooperative work

File:

Download Farooq-Dissertation.pdf

Committee Members:

John Millar Carroll, Committee Chair/Co-Chair
C Lee Giles, Committee Member
Christopher Hoadley, Committee Member
Mary Beth Rosson, Committee Member
James Lewis Farr, Committee Member
Rosalie Ocker, Committee Member

Author:

Kamani, Mohammad Mahdi

Title:

Multiobjective Optimization Approaches for Bias Mitigation in Machine Learning

Graduate Program:

Informatics

Keywords:

Bias Mitigation
Multiobjective Optimization
Pareto Efficient
Pareto Frontier
Class-imbalance
Bilevel Optimization
Fairness

File:

Download Kamani_Dissertation.pdf

Committee Members:

James Z Wang, Dissertation Advisor/Co-Advisor
James Z Wang, Committee Chair/Co-Chair
C Lee Giles, Committee Member
Xiang Zhang, Committee Member
Chris Eliot Forest, Outside Member
Mehrdad Mahdavi, Dissertation Advisor/Co-Advisor
Mehrdad Mahdavi, Committee Chair/Co-Chair
Jia Li, Outside Member
Mary Beth Rosson, Program Head/Chair

Author:

Wei, Hua

Title:

Deep Reinforcement Learning for Traffic Signal Control

Graduate Program:

Information Sciences and Technology

Keywords:

reinforcement learning
traffic signal control
urban computing

File:

Download PSUThesis_Hua__5_.pdf

Committee Members:

Zhenhui Li, Dissertation Advisor/Co-Advisor
Zhenhui Li, Committee Chair/Co-Chair
C Lee Giles, Committee Member
Xiang Zhang, Committee Member
Vikash Varun Gayah, Outside Member
Mary Beth Rosson, Program Head/Chair

Author:

Pezanowski, Scott

Title:

Artificial Intelligence and Human Intelligence to Derive Meaningful Information on Geographic Movement Described in Text

Graduate Program:

Informatics

Keywords:

geographic movement
geovisual analytics
machine learning
natural language processing
big data analytics
geographic movement
geovisual analytics
machine learning
natural language processing
big data analytics
artificial intelligence
deep learning
visualization
GIScience
Information Retrieval

File:

Download 20210321_PezanowskiScott-Dissertation_final.pdf

Committee Members:

Prasenjit Mitra, Dissertation Advisor/Co-Advisor
Prasenjit Mitra, Committee Chair/Co-Chair
C Lee Giles, Committee Member
Nick Giacobe, Committee Member
Alan M Mac Eachren, Outside Member
Mary Beth Rosson, Program Head/Chair

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