Limit theory for the random on-line nearest-neighbor graph

被引:9
作者
Penrose, Mathew D. [2 ]
Wade, Andrew R. [1 ]
机构
[1] Univ Bristol, Dept Math, Bristol BS8 1TW, Avon, England
[2] Univ Bath, Sch Math Sci, Bath BA2 7AY, Avon, England
关键词
nearest-neighbor graph; spatial network evolution; weak convergence; fixed-point equation; divide-and-conquer;
D O I
10.1002/rsa.20185
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
In the on-line nearest-neighbor graph (ONG), each point after the first in a sequence of points in R-d is joined by an edge to its nearest neighbor amongst those points that precede it in the sequence. We study the large-sample asymptotic behavior of the total power-weighted length of the ONG on uniform random points in (0, 1)(d). In particular, for d = 1 and weight exponent alpha > 1/2, the limiting distribution of the centered total weight is characterized by a distributional fixed-point equation. As an ancillary result, we give exact expressions for the expectation and variance of the standard nearest-neighbor (directed) graph on uniform random points in the unit interval. (c) 2007 Wiley Periodicals, Inc.
引用
收藏
页码:125 / 156
页数:32
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