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Extract the scaling parameter for a PrestoGP model.

Source: R/PrestoGP_Model.R
get_scaling-PrestoGPModel-method.Rd

This method extracts the scaling parameter for a PrestoGP model.

Usage

# S4 method for class 'PrestoGPModel'
get_scaling(model)

Arguments

model

The PrestoGP model object

Value

A vector containing the scaling parameter. See prestogp_fit for an explanation of this parameter.

References

  • Messier, K.P. and Katzfuss, M. "Scalable penalized spatiotemporal land-use regression for ground-level nitrogen dioxide", The Annals of Applied Statistics (2021) 15(2):688-710.

See also

PrestoGPModel-class, prestogp_fit

Examples

data(soil)
soil <- soil[!is.na(soil[,5]),] # remove rows with NA's
y <- soil[,4]                   # predict moisture content
X <- as.matrix(soil[,5:9])
locs <- as.matrix(soil[,1:2])

soil.vm <- new("VecchiaModel", n_neighbors = 10)
soil.vm <- prestogp_fit(soil.vm, y, X, locs)
#> 
#> Estimating initial beta... 
#> Estimation of initial beta complete 
#> 
#> Beginning iteration 1 
#> Estimating theta... 
#> Estimation of theta complete 
#> Estimating beta... 
#> Estimation of beta complete 
#> Iteration 1 complete 
#> Current penalized negative log likelihood: 487.4649 
#> Current MSE: 9.104869 
#> Beginning iteration 2 
#> Estimating theta... 
#> Estimation of theta complete 
#> Estimating beta... 
#> Estimation of beta complete 
#> Iteration 2 complete 
#> Current penalized negative log likelihood: 482.8442 
#> Current MSE: 9.020347 
#> Beginning iteration 3 
#> Estimating theta... 
#> Estimation of theta complete 
#> Estimating beta... 
#> Estimation of beta complete 
#> Iteration 3 complete 
#> Current penalized negative log likelihood: 482.4171 
#> Current MSE: 9.035752 
#> Beginning iteration 4 
#> Estimating theta... 
#> Estimation of theta complete 
#> Estimating beta... 
#> Estimation of beta complete 
#> Iteration 4 complete 
#> Current penalized negative log likelihood: 482.352 
#> Current MSE: 9.03898 
#> Beginning iteration 5 
#> Estimating theta... 
#> Estimation of theta complete 
#> Estimating beta... 
#> Estimation of beta complete 
#> Iteration 5 complete 
#> Current penalized negative log likelihood: 482.182 
#> Current MSE: 9.058223 
#> Beginning iteration 6 
#> Estimating theta... 
#> Estimation of theta complete 
#> Estimating beta... 
#> Estimation of beta complete 
#> Iteration 6 complete 
#> Current penalized negative log likelihood: 482.182 
#> Current MSE: 9.055911 
get_scaling(soil.vm)
#> [1] 1 1