On the estimation of the marginal density of a moving average process

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Root n consistent density estimators for sums of independent random variables (2004, background): “Saavedra and Cao (2000) have shown that the variance of an appropriate plug-in estimator of the stationary density at a fixed point y decreases as n−1, implying the parametric rate.”