Abstract: Bridge regression, a special family of penalized regressions of a penalty function with , has been studied in many literatures. In this paper, we provide some theoretical results of how the shrinkage rule changing with under two settings: and , respectively. Simulation results are conducted to evaluate the performance of the proposed method.