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Simulate a model n_runs times and refit a certain model to the generated data. Record the estimated parameters, the accuracies of global decoding and a summary of the models.

Usage

full_sim_loop(
  simulation,
  n_runs,
  dists_fitted,
  p_fitted,
  n_states_fitted,
  n_samples_simulated,
  extract_aic_bic = FALSE,
  ...
)

Arguments

simulation

Function that generates one simulation.

n_runs

Number of models that should be created in the loop.

dists_fitted

Vector of distributions of fitted model in R-jargon.

p_fitted

Vector of degrees of autoregression of fitted models (one value for every state).

n_states_fitted

Number of states of the fitted models.

n_samples_simulated

Number of samples simulated in each model.

extract_aic_bic

bool, indicates if AIC and BIC of the models should also be saved.

...

Input parameters for the simulation function.

Value

List of model statistics (estimated parameters, accuracies, summary of models).