nsgp (version 1.0.5)

simulategp: Generate simulated GP models

Description

Generate simulated GP models

Usage

simulategp(N = 100, reps = 3, obs = c(0, 5, 10, 15, 20), xs = seq(0, 20, 0.2), filename = NULL, l.noise = 12, l.shape = 4, l.scale = 4, sigmaf.noise = 0.25, sigmaf.shape = 1.5, sigmaf.scale = 0.3)

Arguments

N

number of gp's

reps

replicate observations

obs

observation timepoints

xs

target timepoints

filename

file to save the results

l.noise

Noise model lengthscale

l.shape

shape of lengthscale Gamma distribution

l.scale

scale of lengthscale Gamma distribution

sigmaf.noise

Noise model sigma.f

sigmaf.shape

shape of sigma.f Gamma distribution

sigmaf.scale

scale of sigma.f Gamma distribution

Value

List with

simdata

Simulated datamatrix

gps

Simulated GPs

See Also

simulategp.perturbed