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Start Over Committee Member Mary Beth Rosson Keyword Deep Learning

1. Visual Characteristics for Computational Prediction of Aesthetics and Evoked Emotions

open_access
Open Access
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

2. Supervised Machine Learning for Region Assignment of Zebrafish Brain Nuclei based on Computational Assessment of Cell Neighborhoods

open_access
Open Access
Author:
Gupta, Samarth
Title:
Supervised Machine Learning for Region Assignment of Zebrafish Brain Nuclei based on Computational Assessment of Cell Neighborhoods
Graduate Program:
Information Sciences and Technology
Keywords:
Deep Learning
Microtomography
File:
Download thesis_samarth.pdf
Committee Members:
Sharon Xiaolei Huang, Thesis Advisor/Co-Advisor
Mary Beth Rosson, Program Head/Chair
Suhang Wang, Committee Member
Fenglong Ma, Committee Member

3. Beyond Accurate Graph Neural Networks

open_access
Open Access
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

4. Learning to Learn with Structured Knowledge

open_access
Open Access
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

5. Resource-efficient Deep Learning: Democratizing AI at Scale

open_access
Open Access
Author:
Xu, Dongkuan
Title:
Resource-efficient Deep Learning: Democratizing AI at Scale
Graduate Program:
Information Sciences and Technology (PHD)
Keywords:
Deep Learning
Democratization
Efficient
Artificial Intelligence
Model Compression
Graph Neural Network
Acceleration
File:
Download PhD_dessertation_Dongkuan_Xu_Resource_efficient_Deep_Learning_FinalVersion.pdf
Committee Members:
Dongwon Lee, Major Field Member
Xiang Zhang, Chair & Dissertation Advisor
Xiao Liu, Outside Unit & Field Member
Mary Beth Rosson, Program Head/Chair
Suhang Wang, Major Field Member

6. Deep Generative Models for Medical Images and Beyond

open_access
Open Access
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