Before revision:  We analyze the privacy guarantees from two points of view: the \ell_2-sensitivity and the moments accountant method. We further analyze the generalization error, the excess empirical risk, and the excess population risk of our proposed method and give corresponding bounds .
After revision:  We analyze the privacy guarantees , we also analyze the excess population risk and give corresponding bounds .