On the Nearest Neighbor of the Nearest Neighbor in Multidimensional Continuous and Quantized Space

The probability that an entity in a set of entities uniformly distributed in space is the nearest neighbor of its nearest neighbor is evaluated for generic distances in a multidimensional environment. Such an expression is then specialized for systems with norm-based distances and for systems with q...

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Veröffentlicht in:IEEE transactions on information theory 2008-09, Vol.54 (9), p.4069-4080
Hauptverfasser: Rovatti, R., Mazzini, G.
Format: Artikel
Sprache:eng
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Zusammenfassung:The probability that an entity in a set of entities uniformly distributed in space is the nearest neighbor of its nearest neighbor is evaluated for generic distances in a multidimensional environment. Such an expression is then specialized for systems with norm-based distances and for systems with quantized norm- based distance. Examples for scalar products and sup-norm are derived. When applicable, invariances with respect to the underlying distance and entities density are highlighted. Dimensionality effects are investigated.
ISSN:0018-9448
1557-9654
DOI:10.1109/TIT.2008.928246