spectral_connectivity.simulate.simulate_MVAR#

simulate_MVAR(coefficients, noise_covariance=None, n_time_samples=100, n_trials=1, n_burnin_samples=100)[source]#

Simulate multivariate autoregressive (MVAR) process.

Parameters:

  • coefficients (array, shape (n_time_samples, n_lags, n_signals, n_signals)) –

  • noise_covariance (array, shape (n_signals, n_signals)) –

Returns:

time_series – n_trials, n_signals)

Return type:

array, shape (n_time_samples - n_burnin_samples,