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Convergence rates for the estimation of two-dimensional distribution functions under association and estimation of the covariance of the limit empirical process 

Authors: Carla Henriques a; Paulo Eduardo Oliveira b
Affiliations:   a Departamento de Matemaacutetica, Escola Superior de Tecnologia de Viseu, Campus Politeacutecnico, Viseu, Portugal
b Departamento de Matemaacutetica, Universidade de Coimbra, Apartado 3008, Coimbra, Portugal
DOI: 10.1080/10485250500466119
Publication Frequency: 8 issues per year
Published in: journal Journal of Nonparametric Statistics, Volume 18, Issue 2 February 2006 , pages 119 - 128
Formats available: HTML (English) : PDF (English)
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Abstract

Let Xn, n≥1, be an associated and strictly stationary sequence of random variables, having marginal distribution function F. The limit in distribution of the empirical process, when it exists, is a centred Gaussian process with covariance function depending on terms of the form ϕk(s, t)=P(X1 s, Xk+1 t)-F(s)F(t). We prove the almost sure consistency for the histogram to estimate each ϕk and also to estimate the covariance function of the limit empirical process, identifying, for both, uniform almost sure convergence rates. The convergence rates depend on a suitable version of an exponential inequality. The rates obtained, assuming the covariances to decrease geometrically, are of order n-1/3log2/3n for the estimator of ϕk and of order n-1/3log5/3n for the estimator of the covariance function.
Keywords: Association; Empirical process; Histogram estimator; Stationarity
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