Abstract
It is shown that Glivenko-Cantelli type theorems are held for empirical and quantile processes, if the sequence of random variables satisfies the absolute regular condition. We also show that the quantile process can be approximated by a Gaussian process if absolute regular coefficients are of order n -q ,for q<8. This approximation result is used to obtain the model-free prediction intervals; their performance is demonstrated by simulation.
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