A systematic design construction and analysis for cost-efficient order-of-addition experiment
报告人:潘建兴
报告地点:数学与统计学院415教室
报告时间:2024年11月18日星期一09:30-10:30
邀请人:孙法省
报告摘要:
In this work, we propose a systematic design construction method for cost-efficient order-of-addition (OofA) experiments, and its corresponding statistical models for analyzing experimental results. In specific, our designs take the effects of two successive treatments into consideration. Each pair of level settings from two different factors in our design matrix appears exactly once to achieve cost-efficiency. Compared to designs in recent studies of OofA experiments, our design is capable of conducting experiments of one or more factors, so practitioners can insert a placebo, or choose different doses as level settings when our design is used as their experimental plans. We show an experimental analysis based on our design results in better performance than those based on the minimal-point design and Bayesian D-optimal design with the pairwise-order modeling in terms of identifying the optimal order.
主讲人简介:
Frederick Kin Hing Phoa is a Research Fellow of the Institute of Statistical Science at Academia Sinica (ISSAS) since 2018. His research interests include design and analysis of experiments, network data analysis, optimization, scientometrics, big data analytics and artificial intelligence, environmental and traffic time series analysis, etc. During 2009-2024, he has published 88 papers in international journals, including top-tier statistics journals like Annals of Statistics, Technometrics, Statistica Sinica, Statistics and Computing, etc, and top-tier journals in related fields like Physica A, Scientometrics, Scientific Reports, etc. He has also given 170+ invited talks in the international conferences and 110+ seminar talks in the universities around the world. He is currently an elected member of ISI, and associate editors of several international journals.