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Quantile process for left truncated and right censored data
Authors:Szeman Tse
Institution:(1) Department of Applied Mathematics, National Donghua University, Hualien, Taiwan, R.O.C.
Abstract:In this paper, we consider the product-limit quantile estimator of an unknown quantile function when the data are subject to random left truncation and right censorship. This is a parallel problem to the estimation of the unknown distribution function by the product-limit estimator under the same model. Simultaneous strong Gaussian approximations of the product-limit process and product-limit quantile process are constructed with rate 
$$O(\frac{{(\log n)^{3/2} }}{{n^{1/8} }})$$
. A functional law of the iterated logarithm for the maximal deviation of the estimator from the estimand is derived from the construction. Work partially supported by NSC Grant 89-2118-M-259-011.
Keywords:Left truncation  right censorship  product-limit  quantile process  Gaussian approximations
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