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Table 3

Marginal log-likelihood of the Gaussian process emulator in Equation (8) for the two principal component outputs , , with four choices of the covariance function

Covariance function
Squared exponential 13.434 71.017 
Matérn 1 –58.845 17.475 
Matérn 3 –20.119 46.549 
Matérn 5 –1.486 61.232 
Covariance function
Squared exponential 13.434 71.017 
Matérn 1 –58.845 17.475 
Matérn 3 –20.119 46.549 
Matérn 5 –1.486 61.232 

All covariance functions use automatic relevance determination. The Matérn covariance functions have regularity parameters 1, 3, and 5 respectively.

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