statsmodels.tsa.vector_ar.svar_model.SVARResults.irf_resim

SVARResults.irf_resim(orth=False, repl=1000, steps=10, seed=None, burn=100, cum=False)

Simulates impulse response function, returning an array of simulations. Used for Sims-Zha error band calculation.

Parameters:
orth : bool, default False

Compute orthogonalized impulse response error bands

repl : int

number of Monte Carlo replications to perform

steps : int, default 10

number of impulse response periods

signif : float (0 < signif <1)

Significance level for error bars, defaults to 95% CI

seed : int

np.random.seed for replications

burn : int

number of initial observations to discard for simulation

cum : bool, default False

produce cumulative irf error bands

Notes

Return type:

Array of simulated impulse response functions