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Table 2:
Parameters of the GP surrogate models. The maximum distance rmaxA is derived using the Mahalanobis distance given by the covariance matrix σ2C. Qχ2(0.99,D) is the 0.99-quantile of the χD2 distribution, and therefore Qχ2(0.99,D) is the 0.99-quantile of the norm of a D-dimensional normal distributed random vector.
ParameterConsidered Values
training set selection method TSS (TSS1), (TSS2), (TSS3), (TSS4) 
maximum distance rmaxA 2Qχ2(0.99,D), 4Qχ2(0.99,D) 
Nmax 10·D, 15·D, 20·D 
covariance function K KSE, KMate´rnν=3/2, KMate´rnν=5/2 
ParameterConsidered Values
training set selection method TSS (TSS1), (TSS2), (TSS3), (TSS4) 
maximum distance rmaxA 2Qχ2(0.99,D), 4Qχ2(0.99,D) 
Nmax 10·D, 15·D, 20·D 
covariance function K KSE, KMate´rnν=3/2, KMate´rnν=5/2 
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