#include "MSBVARcpp.h" extern "C" SEXP mc_irf_var(SEXP varobj, SEXP nsteps, SEXP draws) { int m, p, dr=INTEGER(draws)[0], ns=INTEGER(nsteps)[0], T, df, i; SEXP AR, Y, Bhat, XR, prior, hstar, meanS, output; // Get # vars/lags/steps/draws/T/df PROTECT(AR = listElt(varobj, "ar.coefs")); PROTECT(Y = listElt(varobj, "Y")); m = INTEGER(getAttrib(AR, R_DimSymbol))[0]; //#vars p = INTEGER(getAttrib(AR, R_DimSymbol))[2]; //#lags T = nrows(Y); df = T - m*p - m - 1; UNPROTECT(2); // Put coefficients from varobj$Bhat in Bcoefs vector (m^2*p, 1) PROTECT(Bhat = coerceVector(listElt(varobj, "Bhat"), REALSXP)); Matrix bcoefs = R2Cmat(Bhat, m*p, m); bcoefs = bcoefs.AsColumn(); UNPROTECT(1); // Define X(T x m*p) subset of varobj$X and XXinv as solve(X'X) PROTECT(XR = coerceVector(listElt(varobj,"X"),REALSXP)); Matrix X = R2Cmat(XR, T, m*p), XXinv; UNPROTECT(1); // Get the correct moment matrix PROTECT(prior = listElt(varobj,"prior")); if(!isNull(prior)){ PROTECT(hstar = coerceVector(listElt(varobj,"hstar"),REALSXP)); XXinv = R2Cmat(hstar, m*p, m*p).i(); UNPROTECT(1); } else { XXinv = (X.t()*X).i(); } UNPROTECT(1); // Get the transpose of the Cholesky decomp of XXinv SymmetricMatrix XXinvSym; XXinvSym << XXinv; XXinv = Cholesky(XXinvSym); // Cholesky of covariance PROTECT(meanS = coerceVector(listElt(varobj,"mean.S"),REALSXP)); SymmetricMatrix meanSSym; meanSSym << R2Cmat(meanS, m, m); Matrix Sigmat = Cholesky(meanSSym); UNPROTECT(1); // Matricies needed for the loop ColumnVector bvec; bvec=0.0; Matrix sqrtwish, impulse(dr,m*m*ns); impulse = 0.0; SymmetricMatrix sigmadraw; sigmadraw = 0.0; IdentityMatrix I(m); GetRNGstate(); // Main Loop for (i=1; i<=dr; i++){ // Wishart/Beta draws sigmadraw << Sigmat*(T*rwish(I,df).i())*Sigmat.t(); sqrtwish = Cholesky(sigmadraw); bvec = bcoefs+KP(sqrtwish, XXinv)*rnorms(m*m*p); // IRF computation impulse.Row(i) = irf_var_from_beta(sqrtwish, bvec, ns).t(); if (!(i%1000)){ Rprintf("Monte Carlo IRF Iteration = %d\n",i); } } // end main loop PutRNGstate(); int dims[]={dr,ns,m*m}; PROTECT(output = C2R3D(impulse,dims)); setclass(output,"mc.irf.VAR"); UNPROTECT(1); return output; }