Uniform design over general input domains with applications to target region estimation in computer experiments

NCU Institutional Repository > 理學院 > 統計研究所 > 期刊論文 > Item 987654321/51844

jsp.display-item.identifier=請使用永久網址來引用或連結此文件: http://ir.lib.ncu.edu.tw/handle/987654321/51844

题名:	Uniform design over general input domains with applications to target region estimation in computer experiments
作者:	Chuang,SC;Hung,YC
贡献者:	統計研究所
日期:	2010
上传时间:	2012-03-27 19:07:32 (UTC+8)
出版者:	國立中央大學
摘要:	The power of uniform design (UD) has received great attention in the area of computer experiments over the last two decades. However, when conducting a typical computer experiment, one finds many non-rectangular types of input domains on which traditional UD methods cannot be adequately applied. In this study, we propose a new UD method that is suitable for any type of design area. For practical implementation, we develop an efficient algorithm to construct a so-called nearly uniform design (NUD) and show that it approximates very well the UD solution for small sizes of experiment. By utilizing the proposed UD method, we also develop a methodology for estimating the target region of computer experiments. The methodology is sequential and aims to (i) provide adaptive models that predict well the output measures related to the experimental target; and (ii) minimize the number of experimental trials. Finally, we illustrate the developed methodology on various examples and show that, given the same experimental budget, it outperforms other approaches in estimating the prespecified target region of computer experiments. (C) 2009 Elsevier B.V. All rights reserved.
關聯:	COMPUTATIONAL STATISTICS & DATA ANALYSIS
显示于类别:	[統計研究所] 期刊論文

文件中的档案:

档案	描述	大小	格式	浏览次数
index.html		0Kb	HTML	408	检视/开启

在NCUIR中所有的数据项都受到原著作权保护.

社群 sharing

数据加载中.....