Switch from two-regime reduced form STVAR model to a structural model identified by heteroskedasticity
Switch from two-regime reduced form STVAR model to a structural model identified by heteroskedasticity
get_hetsked_sstvar constructs structural STVAR model identified by heteroskedasticity based on a reduced form STVAR model.
get_hetsked_sstvar(stvar, calc_std_errors =FALSE)
Arguments
stvar: a an object of class 'stvar', created by, e.g., fitSTVAR, specifying a reduced form or a structural model
calc_std_errors: Calculate approximate standard errors (based on standard asymptotics)?
Returns
Returns an object of class 'stvar' defining a structural STVAR model identified by heteroskedasticity, with the main diagonal of the impact matrix normalized to be positive.
Details
The switch is made by simultaneously diagonalizing the two error term covariance matrices with a well known matrix decomposition (Muirhead, 1982, Theorem A9.9) and then normalizing the diagonal of the matrix W positive (which implies positive diagonal of the impact matrix). Models with more that two regimes are not supported because the matrix decomposition does not generally exists for more than two covariance matrices.
See Also
fitSSTVAR, STVAR, fitSTVAR
Muirhead R.J. 1982. Aspects of Multivariate Statistical Theory, Wiley.