Impulse response functions
This function calculates orthorgonalized/generalized impulse response functions of time or frequency domain.
IRF(Phi, Sigma, nfore = 10, orth = TRUE)
Phi
: VAR coefficient matrixSigma
: Residual Variance-Covariance Matrixnfore
: H-step ahead forecast horizonorth
: BooleanOrthorgonal/generalized time/frequency impulse response functions
data("dy2012") fit = VAR(dy2012, configuration=list(nlag=1)) irf = IRF(Phi=fit$B, Sigma=fit$Q, nfore=10, orth=TRUE)
Stiassny, A. (1996). A spectral decomposition for structural VAR models. Empirical Economics, 21(4), 535-555.
Koop, G., Pesaran, M. H., & Potter, S. M. (1996). Impulse response analysis in nonlinear multivariate models. Journal of Econometrics, 74(1), 119-147.
Pesaran, H. H., & Shin, Y. (1998). Generalized impulse response analysis in linear multivariate models. Economics Letters, 58(1), 17-29.
David Gabauer
Useful links