Returns the mean of the squared leave-one-out errors, computed with Dubrule's formula.
leaveOneOutFun(param, model, envir = NULL)The mean of the squared leave-one-out errors.
a vector containing the optimization variables.
an object of class km.
an optional environment specifying where to assign intermediate values for future gradient calculations. Default is NULL.
O. Roustant, Ecole des Mines de St-Etienne
F. Bachoc (2013), Cross Validation and Maximum Likelihood estimations of hyper-parameters of Gaussian processes with model misspecification. Computational Statistics and Data Analysis, 66, 55-69. http://www.lpma.math.upmc.fr/pageperso/bachoc/publications.html
O. Dubrule (1983), Cross validation of Kriging in a unique neighborhood. Mathematical Geology, 15, 687-699.
leaveOneOut.km, leaveOneOutGrad