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Author:

Lu, Xin

Title:

Visual Characteristics for Computational Prediction of Aesthetics and Evoked Emotions

Graduate Program:

Information Sciences and Technology

Keywords:

Image Aesthetics Assessment
Emotion Prediction
Deep Learning

File:

Download phd_dissertation_xinlu.pdf

Committee Members:

James Z Wang, Dissertation Advisor/Co-Advisor
James Z Wang, Committee Chair/Co-Chair
Mary Beth Rosson, Committee Member
Reginald Adams Jr., Committee Member
Michelle Gayle Newman, Committee Member
Jia Li, Committee Member

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

Author:

He, Dafang

Title:

Scene Text Understanding in Natural Images With Convolutional Neural Networks

Graduate Program:

Information Sciences and Technology

Keywords:

Deep Learning
Convolutional Neural Networks
Scene Text
Detection

File:

Download DafangHe_Dissertation.pdf

Committee Members:

Clyde Lee Giles, Dissertation Advisor/Co-Advisor
Clyde Lee Giles, Committee Chair/Co-Chair
Zihan Zhou, Committee Member
James Z Wang, Committee Member
Daniel Kifer, Outside Member

Author:

Tang, Xianfeng

Title:

Beyond Accurate Graph Neural Networks

Graduate Program:

Information Sciences and Technology

Keywords:

Machine Learning
Data Mining
Graph Data
Graph Neural Networks
Adversarial Attack
Robustness
Fairness
Explainable Machine Learning
Deep Learning

File:

Download Final_Dissertation_Beyond_Accurate_Graph_Neural_Networks.pdf

Committee Members:

Prasenjit Mitra, Dissertation Advisor/Co-Advisor
Prasenjit Mitra, Committee Chair/Co-Chair
Suhang Wang, Committee Chair/Co-Chair
Xiang Zhang, Committee Member
Wang-Chien Lee, Outside Member
Mary Beth Rosson, Program Head/Chair
Suhang Wang, Dissertation Advisor/Co-Advisor

Author:

Yao, Huaxiu

Title:

Learning to Learn with Structured Knowledge

Graduate Program:

Information Sciences and Technology

Keywords:

Machine Learning
Data Mining
Deep Learning
Meta-learning
Relation Learning
Few-shot Learning

File:

Download PhD_Dissertation_Huaxiu.pdf

Committee Members:

Zhenhui Li, Dissertation Advisor/Co-Advisor
Zhenhui Li, Committee Chair/Co-Chair
Suhang Wang, Committee Member
Xiang Zhang, Committee Member
Lingzhou Xue, Outside Member
Mary Beth Rosson, Program Head/Chair

Author:

Jenkins, Porter

Title:

Towards Sample Efficiency in Deep Learning

Graduate Program:

Information Sciences and Technology

Keywords:

Deep Learning
Machine Learning
Bayesian
Representation Learning

File:

Download Final_Defense__Towards_Statistical_Efficiency_in_Deep_Learning.pdf

Committee Members:

Jessie Li, Dissertation Advisor/Co-Advisor
Jessie Li, Committee Chair/Co-Chair
Suhang Wang, Committee Member
Zihan Zhou, Committee Member
Ephraim Mont Hanks, Outside Member
Vasant Gajanan Honavar, Program Head/Chair

Author:

Xue, Yuan

Title:

Deep Generative Models for Medical Images and Beyond

Graduate Program:

Information Sciences and Technology

Keywords:

Deep Learning
Computer Vision
Generative Models
Medical Image Analysis

File:

Download Deep_Generative_Models_for_Medical_Images_and_Beyond.pdf

Committee Members:

Sharon Xiaolei Huang, Dissertation Advisor/Co-Advisor
Sharon Xiaolei Huang, Committee Chair/Co-Chair
Zihan Zhou, Committee Member
Ting Wang, Committee Member
Robert Collins, Outside Member
James Duncan, Special Member
Mary Beth Rosson, Program Head/Chair