Consider a long term study, where a series of dependent and possibly censored failure times is observed. Suppose that the failure times have a common marginal distribution function, but they exhibit a mode of time series structure such as-mixing. The inferences on the marginal distribution function are of our interest. The main results of this paper show that under some regularity conditions, t...