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A note on the asymptotic behaviour of the distance of the knth nearest neighbour 

Author: H. Liero a
Affiliation:   a Universitatildet Potsdam,
DOI: 10.1080/02331888308802410
Publication Frequency: 6 issues per year
Published in: journal Statistics, Volume 24, Issue 3 1993 , pages 235 - 243
Formats available: PDF (English)
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Abstract

Summary. We consider the asymptotic behaviour of the distance Rn(t) between a point t(d)Rdand the knth nearest neighbour of t among a sample X1,…, Xnof i.i.d. random vectors, Xi Rd, for n(d)(d). It is shown, that under appropriate conditions on the underlying distribution of XiRn(t) is asymptotically equivalent to a nonrandom sequence an(t). This equivalence relation holds uniformly in t, with probability one and with a certain rate of convergence. The result is useful for the study of nonparametric density and regression estimates of nearest neighbour type.
Keywords: Nearest neighbour; nonparametric curve estimation; order statistic; rates of strong uniform consistency
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