In this article, the relationship among various well known Generalized Ridge Estimators (GRE) is established. It is shown that these estimators are the special cases of the estimator proposed and studied by Noor and Mehta1. Moreover, the comparison of the Relative Efficiency (RE) of these estimators with respect to the Ordinary Least Square Estimator (OLSE) is also discussed.