On Nearest-Neighbor Graphs |
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Authors: | D. Eppstein M. S. Paterson F. F. Yao |
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Affiliation: | (1) Department of Information and Computer Science, University of California, Irvine, CA 92697, USA eppstein@ics.uci.edu, US;(2) Department of Computer Science, University of Warwick, Coventry CV4 7AL, England Mike.Paterson@dcs.warwick.ac.uk, UK;(3) Xerox Palo Alto Research Center, 3333 Coyote Hill Road, Palo Alto, CA 94304, USA yao@parc.xerox.com, US |
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Abstract: | The ``nearest-neighbor' relation, or more generally the ``k-nearest-neighbors' relation, defined for a set of points in a metric space, has found many uses in computational geometry and clustering analysis, yet surprisingly little is known about some of its basic properties. In this paper we consider some natural questions that are motivated by geometric embedding problems. We derive bounds on the relationship between size and depth for the components of a nearest-neighbor graph and prove some probabilistic properties of the k-nearest-neighbors graph for a random set of points. Received March 31, 1995, and in revised form August 11, 1996. |
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