UPClass: A UPClass is a class the contains a resampling technique and...
In malekbs/UP: What the package does (short line)

Description Usage Format Details Fields Methods Examples

UPClass is a class for the resampling technique and its use in the UP disitrbution paradigm.

1	# up <- UPClass$new()

An R6Class generator object

It scale the data, initilize a resmapling technique and compute the weigths of the UP distirbution

Resampling:: a resampling technqiue (Default leva-one-out LOO)
x: : design points
y: : response
Xscaled: : Scaled design points
Yscaled: : Sacelde response
d: : dimension
n: : number of design points
rho:: weight parameters
variogramme:: weight paramter (default "gauss")

UPClass$new(x = NA, y = NA, Scale =TRUE, resampling_type = "LOO", ListIndices = NULL, kfold = 10, division_method ="random"): Creates a new UPClass object.
scaleinput(newData): Scale new data.
unscaleoutput(values ): unscale scaled output
computeweights(scnewdata): compute the up weights for a new set of data.

library(UP)
d          	<- 2;
n           	<- 16
X    		    <- expand.grid(x1=s <- seq(0,1, length=5), x2=s)
y          	<- apply(X, 1, branin)
aUP        	<- UPClass$new(X,y,Scale =TRUE, resampling_type = "KFCV", kfold =5)