Sponsored by
[ Events ]

Activity Search
Sort out
NCTS-NCKU-Sinica Seminar on Optimal Design
15:30 - 17:00, March 14, 2019 (Thursday)
62331, Department of Statistics, NCKU
(成功大學統計系 三樓視聽教室)
Using Animal Instincts to Find Efficient Experimental Designs for Biomedical Studies
Weng Kee Wong (University of California, Los Angeles)


I review and discuss use of nature-inspired metaheuristic algorithms as general purpose tools for solving optimization problems in statistics.  The approach works quite magically and frequently finds an optimal solution or a nearly optimal solution quickly.  There is virtually no explicit assumptions required for such methods to be applicable and the user only needs to input a few easy tuning parameters.  I focus on one of the more popular algorithms, particle swarm optimization (PSO), and demonstrate its ability to find various types of optimal designs for biomedical studies, including dose response studies, early phase II trials, optimal designs for generalized linear models with interacting factors, multiple-objective optimal designs and standardized maximin optimal designs, where effective algorithms to find them have remained stubbornly elusive until now.


back to list  
 (C) 2019 National Center for Theoretical Sciences