报告人：余水 教授
主持人：殷赵霞 教授
时间：2025年12月19日14:00-15:00
地点：信息楼133会议室
报告人简介：Shui Yu is a Professor of School of Computer Science, University of Technology Sydney, Australia. His research interest includes Mathematical AI, Cybersecurity, Network Science, and Big Data. He has published seven monographs and edited two books, more than 700 technical papers at different venues, such as IEEE TDSC, TPDS, TC, TIFS, TMC, TKDE, TETC, ToN, and INFOCOM. His current h-index is 88. Professor Yu promoted the research field of networking for big data since 2013, and his research outputs have been widely adopted by industrial systems, such as Amazon cloud security. He is currently serving the editorial boards of IEEE Communications Surveys and Tutorials (Area Editor), IEEE Transactions on Cognitive Communications and Networking, and IEEE Transactions on Dependable and Secure Computing. He is the elected Vice President of Technical and Educational Activities of IEEE ComSoc. He is a member of ACM and AAAS, and a Fellow of IEEE.
报告内容介绍：Artificial Intelligence is a leading topic in both science and technology sectors. However, we do not have decent theoretical understanding of the various perspectives of AI yet, such as the deep learning models, datasets, optimization, and so on. Many efforts are ongoing to study the AI problems using mathematical tools. In this talk, we firstly present the essential problems of AI: high dimensionality and nonlinearity. Secondly, based on our study, we report the popular mathematical tools used by the communities for these problems, including differential geometry, optimal transport, Lie group, and so on. Finally, we present some representative works in mathematical AI for communications and computing fields. We hope the talk will shed light on the promising field for interested audience, and we can explore the uncharted land further together.
