Title :
On the Nearest Neighbor of the Nearest Neighbor in Multidimensional Continuous and Quantized Space
Author :
Rovatti, Riccardo ; Mazzini, Gianluca
Author_Institution :
ARCES, Univ. of Bologna, Bologna
Abstract :
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.
Keywords :
information theory; dimensionality effects; entity; multidimensional continuous space; multidimensional quantized space; norm-based distances; Biological system modeling; Biomedical signal processing; Extraterrestrial measurements; Extraterrestrial phenomena; Interference; Multidimensional signal processing; Multidimensional systems; Nearest neighbor searches; Routing; Wireless communication; Dimensionality effect; Euclidean distances; Poisson point processes; nearest neighbor; quantized distances;
Journal_Title :
Information Theory, IEEE Transactions on
DOI :
10.1109/TIT.2008.928246