A Bayesian Approach to Kriging Metamodeling for Computer Experiments

In this paper, an efficient and effective Gaussian Kriging metamodeling approach is proposed in the framework of Bayesian maximum a posterior. Different prior densities and particularly, a Jeffreys' noninformative density based hierarchical prior is imposed respectively on the regression co...

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Bibliographic Details
Main Authors: Haisong DENG, Wenze SHAO, Yizhong MA
Format: Article
Language:English
Published: The Japan Society of Mechanical Engineers 2012-05-01
Series:Journal of Advanced Mechanical Design, Systems, and Manufacturing
Subjects:
Online Access:https://www.jstage.jst.go.jp/article/jamdsm/6/4/6_404/_pdf/-char/en