Shrinkage Estimation Methods for Vector Autoregressive Models


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Documentation for package ‘VARshrink’ version 0.5.0

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Acoef_sh Coefficient matrices of the lagged endogenous variables
Bcoef_sh Coefficient matrix of an estimated VAR(p)
convPsi2varresult Convert format for VAR coefficients from Psi to varresult
createVARCoefs_ltriangular Create coefficients of a VAR model
irf.varshrinkest Impulse response function
lm_full_Bayes Full Bayesian Shrinkage Estimation Method for Multivariate Regression
lm_multiv_ridge Multivariate Ridge Regression
lm_semi_Bayes_PCV Semiparametric Bayesian Shrinkage Estimation Method for Multivariate Regression
lm_ShVAR_KCV K-fold Cross Validation for Selection of Shrinkage Parameters of Semiparametric Bayesian Shrinkage Estimator for Multivariate Regression
logLik.varshrinkest Log-likelihood method for class "varshrinkest"
Phi.varshrinkest Coefficient matrices of the MA representation
print.varshrinkest Print method for class "varshrinkest"
print.varshsum Print method for class "varshsum"
Psi.varshrinkest Coefficient matrices of the orthogonalized MA representation
serial.test_sh Test for serially correlated errors
shrinkVARcoef Semiparametric Bayesian Shrinkage Estimator for Multivariate Regression
simVARmodel Generate multivariate time series data using the given VAR model
stability_sh Structural stability of a VAR(p)
summary.shrinklm Summarizing shrinkage estimates of an AR model
summary.varshrinkest Summary method for an object of class "varshrinkest", VAR parameters estimated by VARshrink()
VARshrink Shrinkage estimation of VAR parameters