1. Modeling Spatiotemporality for Multivariate Time Series in Urban Applications Open Access Author: Tang, Xianfeng Title: Modeling Spatiotemporality for Multivariate Time Series in Urban Applications Graduate Program: Information Sciences and Technology Keywords: Machine learningData miningTime seriesSpatial-temporalSmart city File: Download Xianfeng_Tang_MS_Thesis_Final.pdf Committee Members: Prasenjit Mitra, Thesis Advisor/Co-AdvisorSuhang Wang, Thesis Advisor/Co-AdvisorXiang Zhang, Committee MemberWang-Chien Lee, Committee MemberMary Beth Rosson, Program Head/Chair
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. Trustworthy Machine Learning: Learning under Security, Explainability and Uncertainty Constraints Open Access Author: Le, Thai Quang Title: Trustworthy Machine Learning: Learning under Security, Explainability and Uncertainty Constraints Graduate Program: Information Sciences and Technology (PHD) Keywords: machine learningresponsible AIexplainabilityadversarial attackadversarial defensesecurityprivacyXAItrustworthy File: Download Thesis_ThaiLe_IST_B.pdf Committee Members: Dongwon Lee, Chair & Dissertation AdvisorSuhang Wang, Major Field MemberPrasenjit Mitra, Major Field MemberS. Shyam Sundar, Outside Unit & Field MemberMary Beth Rosson, Program Head/Chair