hetGP: Heteroskedastic Gaussian Process Modeling and Sequential Design in R

An increasing number of time-consuming simulators exhibit a complex noise structure that depends on the inputs. For conducting studies with limited budgets of evaluations, new surrogate methods are required in order to simultaneously model the mean and variance fields. To this end, we present the he...

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Bibliographic Details
Main Authors: Mickaël Binois, Robert B. Gramacy
Format: Article
Language:English
Published: Foundation for Open Access Statistics 2021-07-01
Series:Journal of Statistical Software
Subjects:
Online Access:https://www.jstatsoft.org/index.php/jss/article/view/3655