【创源大讲堂】On Application of AI Methods to Algorithmic Problems on Graphs
讲座题目:On Application of AI Methods to Algorithmic Problems on Graphs
讲座时间:2023年4月21日(星期五)上午10:30
讲座地点:犀浦校区3号教学楼31541学术报告厅
主讲人:王炜教授
主讲人简介:
Dr. Wei Wang is a currently a Professor in the Data Science and Analytics Thrust, Information Hub, The Hong Kong University of Science and Technology (Guangzhou), China. Before that, he was a Professor in the School of Computer Science and Engineering, The University of New South Wales, Australia. His current research interests include Similarity Query Processing, Artificial Intelligence, Knowledge Graphs, Security for AI Models, and AI for Science.
He has published more than 160 papers in reputed journals and conferences and has won the Best Paper Awards in SIGCOMM 2022, ICMR 2021, and the Best Student Paper at DASFAA 2016. He is an Associate Editor of IEEE Transactions on Knowledge and Data Engineering and Journal of Materials Informatics, and program committee members in various first-tier conferences (SIGMOD, VLDB, ICDE, SIGIR, SIGKDD, etc.).
内容简介:
With the rapid development of machine learning and deep learning models, there is increasing interest in applying these AI methods to graph computational problems. In this talk, we will introduce some representative work, including some of our recent works, for several algorithmic problem on graph data, such as shortest path queries, subgraph matching, subgraph counting, and querying noisy graphs. We will also outline other promising problems where AI methods may help and list open problems.
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