For estimating an unknown mean vector-parameter bt in a multivariate normal population, we propose the unrestricted, restricted and preliminary test estimators and derive their exact risk expressions under a modified ...

for performance analysis. It is evident from the numerical results that the shrinkage ridge estimator performs better than both unrestricted and

restricted estimators in the multivariate t-regression model, for some specific cases....