Thursday 23 Nov 2017: Data-driven surrogate-assisted evolutionary optimization of expensive optimization problems
Prof Yaochu Jin - University of Surrey
Harrison 170 14:30-15:30
This talk discusses the main ideas and methodologies for data-driven surrogate-assisted evolutionary optimization. Fundamental issues such as surrogate model selection, surrogate model management and model training using advanced machine learning techniques in single and multi- and many-objective optimization will be discussed. Challenges and recent advances in surrogate-assisted optimization of high-dimensional expensive optimization problems will be presented. Finally, a few real-world examples will be given.
Biography of Yaochu Jin
Yaochu Jin received the B.Sc., M.Sc., and Ph.D. degrees from Zhejiang University, Hangzhou, China, in 1988, 1991, and 1996 respectively, and the Dr.-Ing. degree from Ruhr University Bochum, Germany, in 2001.
He is a Professor in Computational Intelligence, Department of Computer Science, University of Surrey, Guildford, U.K., where he heads the Nature Inspired Computing and Engineering Group. He is also a Finland Distinguished Professor and a Changjiang Scholar. His main research interests include evolutionary computation, machine learning, computational neuroscience, and evolutionary developmental systems. He has published over 200 journal and conference papers and has been granted eight US/EU/Japan patents.
Dr Jin is the Editor-in-Chief of the IEEE TRANSACTIONS ON COGNITIVE AND DEVELOPMENTAL SYSTEMS, and Co-Editor-in-Chief of Complex & Intelligent Systems. He is an IEEE Distinguished Lecturer (2017-2019, 2013-2015) and was the Vice President for Technical Activities of the IEEE Computational Intelligence Society (2014-2015). He is the recipient of the 2018 “IEEE Transactions on Evolutionary Computation Outstanding Paper Award”, the 2014 and 2016 “IEEE Computational Intelligence Magazine Outstanding Paper Award”, the 2010 IEEE CIBCB “Best Paper Award”, the 2007 IEEE FOCI, and the 2017 IEEE CEC “Best Student Paper Award”. He is a Fellow of IEEE.