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Author:

Zhu, Lizhen

Title:

Contrastive Visual Learning from Spatiotemporal Information

Graduate Program:

Informatics (MS)

Keywords:

Contrastive learning
computer vision
perception

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Committee Members:

James Z Wang, Thesis Advisor/Co-Advisor
Sharon Xiaolei Huang, Committee Member
Mary Beth Rosson, Program Head/Chair
Bradley Paul Wyble, Thesis Advisor/Co-Advisor

Author:

Cha, Joonyoung

Title:

SECURITY PATTERN DETECTION IN SOFTWARE CODE USING MACHINE LEARNING ALGORITHMS

Graduate Program:

Cybersecurity Analytics and Operations (MS)

Keywords:

Security Pattern
Software Code
Machine Learning
Security Pattern Detection (SPD)
Convolutional Neural Network
Long Short-Term Memory
Security
vulnerability

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Committee Members:

Jungwoo Ryoo, Thesis Advisor/Co-Advisor
David Joseph Fusco, Committee Member
Mary Beth Rosson, Program Head/Chair
Philip Laplante, Committee 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

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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:

Luo, Dongsheng

Title:

Denoising and Integrating Complex Networks for Big Data Analysis

Graduate Program:

Information Sciences and Technology (PHD)

Keywords:

Graph neural Networks
Complex Network Analysis
XAI

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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:

Dhanorkar, Shipi

Title:

An Investigation of the Design Space for Student Learning Tools that Aid Interaction with Recorded Lecture Content

Graduate Program:

Informatics (PHD)

Keywords:

Lecture Recording
AI
Human-Computer Interaction
Design
Scenario-Based Design Research
Higher Education

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Committee Members:

Priya Sharma, Outside Unit & Field Member
D. Benjamin Hellar, Special Member
Mary Beth Rosson, Chair & Dissertation Advisor
Mary Beth Rosson, Program Head/Chair
Jack Carroll, Major Field Member
Kenneth Huang, Major & Minor Field Member

Author:

Doozandeh Masooleh, Pooyan

Title:

Introducing and Testing the Benefits of Videorecording for the Analysis of Tasks and Jobs

Graduate Program:

Information Sciences and Technology (PHD)

Keywords:

Ethnography
Training System Design
Human Performance Modeling
Job Analysis
Task Analysis

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Committee Members:

Jack Carroll, Chair & Dissertation Advisor
Rustin Meyer, Outside Unit & Field Member
Aiping Xiong, Major Field Member
Mary Beth Rosson, Major Field Member
Mary Beth Rosson, Program Head/Chair

Author:

Liang, Junjie

Title:

Predictive Modeling for High Dimensional Longitudinal Data

Graduate Program:

Informatics (PHD)

Keywords:

Longitudinal data analysis
longitudinal correlation
cluster correlation
Gaussian Process
Factorization Machines

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Committee Members:

Xiang Zhang, Major Field Member
Lin Lin, Outside Unit & Field Member
Suhang Wang, Major Field Member
Vasant Honavar, Chair & Dissertation Advisor
Mary Beth Rosson, Program Head/Chair

Author:

Jang, Jinsung

Title:

The Logic of End-user Responsibility for Cyber-governance: A Paradigm Shift from Macro-decentralized Governance to Micro-distributed Governance

Graduate Program:

Information Sciences and Technology (PHD)

Keywords:

user responsibility
cyber-governance
duty of care
tort law
legal duty
distributed attack
cybersecurity
information problem
bounded rationality
CDA
DMCA
policy

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Committee Members:

Mary Beth Rosson, Program Head/Chair
Ben Johnson, Outside Unit & Field Member
Edward Glantz, Major Field Member
Fred Fonseca, Chair & Dissertation Advisor
Mary Beth Rosson, Major Field Member

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

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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

Author:

Yan, Yaowei

Title:

Fast Local Graph Node Proximity Ranking

Graduate Program:

Information Sciences and Technology (PHD)

Keywords:

Random Walk
Graph Clustering
Community Detection
Link Prediction
Multi-network Analysis
Social Network
Social Recommendation
Adversarial Attack

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Committee Members:

Xiang Zhang, Chair & Dissertation Advisor
Suhang Wang, Major Field Member
Xiao Liu, Outside Unit & Field Member
Mary Beth Rosson, Program Head/Chair
Dongwon Lee, Major Field Member