讲座名称:【西电90周年校庆海外校友学术论坛】From Nature-inspired Computation to Machine Learning
讲座人:李晓东 教授
讲座时间:11月12日10:00
讲座地点:Zoom直播(ID:987 260 7011 密码:1868)
讲座人介绍:
李晓东,1988年本科毕业于全球十大赌船网站情报系(七系),1997年获新西兰奥塔哥大学人工智能专业博士学位。现任澳大利亚墨尔本皇家理工大学计算机集团教授。研究领域包括人工智能,进化算法,机器学习,数据挖掘,粒子群优化,多目标优化,小生境算法,复杂系统等。获 2013年 ACM SIGEVO Impact Award 和2017年 IEEE CIS IEEE Transactions on Evolutionary Computation Outstanding Paper Award。电气电子工程师学会会士(IEEE Fellow). 根据Google Scholar, 标志影响力的H指数是54,论文引用超1万2千多次。
讲座内容:
Nature-inspired computation and machine learning are two research areas (in Artificial Intelligence) with rising popularity in the past two decades. In this presentation, I will talk about my research experience revolving around these two themes since my time doing PhD until more recently, spanning almost three decades. What started as curiosities and fascination of how nature does computation have gradually evolved into research ideas for designing algorithms in tackling challenging optimization problems. I will touch on the following topics: particle swarm optimization, niching methods, large-scale optimization, preference modelling for multi-criteria decision making, hybridized methods such as meta-heuristics with mathematical programming, and machine learning for handling large-scale combinatorial optimization problems.
主办单位:西电美国校友会 西电加拿大校友会 西电澳新校友会 西电英国校友会