RobustGaSP (version 0.6.6)

plot: Plot for Robust GaSP model

Description

Function to make plots on Robust GaSP models after the Robust GaSP model has been constructed.

Usage

# S4 method for rgasp
plot(x,y, ...)

Value

Three plots: the leave-one-out fitted values versus exact values, standardized residuals and QQ plot.

Arguments

x

an object of class rgasp.

y

not used.

...

additional arguments not implemented yet.

Author

tools:::Rd_package_author("RobustGaSP")

Maintainer: tools:::Rd_package_maintainer("RobustGaSP")

References

M. Gu. (2016). Robust uncertainty quantification and scalable computation for computer models with massive output. Ph.D. thesis. Duke University.

Examples

 library(RobustGaSP)
  #------------------------
  # a 3 dimensional example
  #------------------------
  # dimensional of the inputs
  dim_inputs <- 3    
  # number of the inputs
  num_obs <- 30       
  # uniform samples of design
  input <- matrix(runif(num_obs*dim_inputs), num_obs,dim_inputs) 
  
  # Following codes use maximin Latin Hypercube Design, which is typically better than uniform
  # library(lhs)
  # input <- maximinLHS(n=num_obs, k=dim_inputs)  ##maximin lhd sample
  
  # outputs from the 3 dim dettepepel.3.data function
  
  output = matrix(0,num_obs,1)
  for(i in 1:num_obs){
    output[i]<-dettepepel.3.data (input[i,])
  }
  
  # use constant mean basis, with no constraint on optimization
  m1<- rgasp(design = input, response = output, lower_bound=FALSE)
 
  # plot
  plot(m1)