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Open Access

Author:: Huang, Wenyi
Title:: Context Modeling for Semantic Text Matching and Scene Text Detection
Graduate Program:: Information Sciences and Technology
Keywords:: Citation Recommendation
Scene Text Detection
Deep Learning
Neural Networks
Context Modeling
Text in the Wild
File:: Download WenyiHuang-Dissertation.pdf
Committee Members:: C Lee Giles, Dissertation Advisor/Co-Advisor
C Lee Giles, Committee Chair/Co-Chair
Zhenhui Li, Committee Member
Anna Cinzia Squicciarini, Committee Member
Daniel Kifer, Outside Member

Open Access

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

Open Access

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

Open Access

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

Open Access

Author:: Akiti, Chandan
Title:: Efficient Few-Shot Learning For Named Entity Recognition
Graduate Program:: Computer Science
Keywords:: Named Entity Recognition
Few-Shot Learning
Zero-Shot Learning
Language Models
Low-Resource Learning
Meta-Learning
File:: Download Thesis_FSL.pdf
Committee Members:: Rui Zhang, Thesis Advisor/Co-Advisor
Chitaranjan Das, Program Head/Chair
Rebecca Jane Passonneau, Committee Member
C Lee Giles, Committee Member

Open Access

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

Open Access

Author:: Karishma, Zeba
Title:: Scientific Document Figure Extraction, Clustering and Classification
Graduate Program:: Computer Science and Engineering (MS)
Keywords:: scientific document figures
figure extraction
scientific figures
ACL
File:: Download Zeba_Karishma_Thesis.pdf
Committee Members:: Chitaranjan Das, Program Head/Chair
C Lee Giles, Thesis Advisor/Co-Advisor
Rui Zhang, Committee Member
Jian Wu, Special Signatory

Open Access

Author:: Felemban, Noor
Title:: Information Retrieval From Images and Videos in Mobile Networks
Graduate Program:: Computer Science and Engineering (PHD)
Keywords:: mobile networks
deep learning
neural networks
image retrieval
video retrieval
cloud computing
distributed systems
File:: Download nfelemban_thesis_submission.pdf
Committee Members:: Thomas La Porta, Chair & Dissertation Advisor
Soundar Kumara, Outside Unit & Field Member
Ting He, Major Field Member
C Lee Giles, Major Field Member
Vishal Monga, Major Field Member
Chitaranjan Das, Program Head/Chair

Open Access

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

Open Access

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

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