simulate.SaemixObject: Perform simulations under the model for an saemixObject...

View source: R/func_simulations.R

simulate.SaemixObjectR Documentation

Perform simulations under the model for an saemixObject object

Description

This function is used to simulate data under the empirical design, using the model and estimated parameters from a fit.

Usage

## S3 method for class 'SaemixObject'
simulate(
  object,
  nsim,
  seed,
  predictions = TRUE,
  res.var = TRUE,
  uncertainty = FALSE,
  ...
)

Arguments

object

an saemixObject object returned by the saemix function

nsim

Number of simulations to perform. Defaults to the nb.simpred element in options

seed

if non-null, seed used to initiate the random number generator (defaults to NULL)

predictions

Whether the simulated parameters should be used to compute predictions. Defaults to TRUE. If FALSE, only individual parameters are simulated.

res.var

Whether residual variability should be added to the predictions. Defaults to TRUE

uncertainty

Uses uncertainty (currently not implemented). Defaults to FALSE

...

additional arguments, unused (included for compatibility with the generic)

Details

The simulated data can then be used to produce Visual Predictive Check graphs, as well as to compute the normalised prediction distribution errors (npde).

This function replaces the previous function (simul.saemix), which will be deprecated in future versions but can still be called as previously for compatibility purposes.

Author(s)

Emmanuelle Comets emmanuelle.comets@inserm.fr, Audrey Lavenu, Marc Lavielle.

References

Brendel, K, Comets, E, Laffont, C, Laveille, C, Mentre, F. Metrics for external model evaluation with an application to the population pharmacokinetics of gliclazide, Pharmaceutical Research 23 (2006), 2036-2049.

Holford, N. The Visual Predictive Check: superiority to standard diagnostic (Rorschach) plots (Abstract 738), in: 14th Meeting of the Population Approach Group in Europe, Pamplona, Spain, 2005.

See Also

SaemixObject,saemix, saemix.plot.data, saemix.plot.convergence, saemix.plot.llis, saemix.plot.randeff, saemix.plot.obsvspred, saemix.plot.fits, saemix.plot.parcov, saemix.plot.distpsi, saemix.plot.scatterresiduals, saemix.plot.vpc


saemix documentation built on July 9, 2023, 7:43 p.m.