1. Supervised Machine Learning for Region Assignment of Zebrafish Brain Nuclei based on Computational Assessment of Cell Neighborhoods 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 LearningMicrotomography File: Download thesis_samarth.pdf Committee Members: Sharon Xiaolei Huang, Thesis Advisor/Co-AdvisorMary Beth Rosson, Program Head/ChairSuhang Wang, Committee MemberFenglong Ma, Committee Member
2. Beyond Accurate Graph Neural Networks Open Access Author: Tang, Xianfeng Title: Beyond Accurate Graph Neural Networks Graduate Program: Information Sciences and Technology Keywords: Machine LearningData MiningGraph DataGraph Neural NetworksAdversarial AttackRobustnessFairnessExplainable Machine LearningDeep Learning File: Download Final_Dissertation_Beyond_Accurate_Graph_Neural_Networks.pdf Committee Members: Prasenjit Mitra, Dissertation Advisor/Co-AdvisorPrasenjit Mitra, Committee Chair/Co-ChairSuhang Wang, Committee Chair/Co-ChairXiang Zhang, Committee MemberWang-Chien Lee, Outside MemberMary Beth Rosson, Program Head/ChairSuhang Wang, Dissertation Advisor/Co-Advisor
3. Learning to Learn with Structured Knowledge Open Access Author: Yao, Huaxiu Title: Learning to Learn with Structured Knowledge Graduate Program: Information Sciences and Technology Keywords: Machine LearningData MiningDeep LearningMeta-learningRelation LearningFew-shot Learning File: Download PhD_Dissertation_Huaxiu.pdf Committee Members: Zhenhui Li, Dissertation Advisor/Co-AdvisorZhenhui Li, Committee Chair/Co-ChairSuhang Wang, Committee MemberXiang Zhang, Committee MemberLingzhou Xue, Outside MemberMary Beth Rosson, Program Head/Chair
4. Towards Sample Efficiency in Deep Learning Open Access Author: Jenkins, Porter Title: Towards Sample Efficiency in Deep Learning Graduate Program: Information Sciences and Technology Keywords: Deep LearningMachine LearningBayesianRepresentation Learning File: Download Final_Defense__Towards_Statistical_Efficiency_in_Deep_Learning.pdf Committee Members: Jessie Li, Dissertation Advisor/Co-AdvisorJessie Li, Committee Chair/Co-ChairSuhang Wang, Committee MemberZihan Zhou, Committee MemberEphraim Mont Hanks, Outside MemberVasant Gajanan Honavar, Program Head/Chair