Interacting Urns Processes for Clustering of Large-Scale Networks of Tiny Artifacts
Artikel i vetenskaplig tidskrift, 2010

We analyze a distributed variation on the Polya urn process in which a network of tiny artifacts manages the individual urns. Neighboring urns interact by repeatedly adding the same colored ball based on previous random choices. We discover that the process rapidly converges to a definitive random ratio between the colors in every urn. Moreover, the rate of convergence of the process at a given node depends on the global topology of the network. In particular, the same ratio appears for the case of complete communication graphs. Surprisingly, this effortless random process supports useful applications, such as clustering and computation of pseudo-geometric coordinate. We present numerical studies that validate our theoretical predictions.

Författare

P. Leone

Universite de Geneve

Elad Schiller

Chalmers, Data- och informationsteknik, Nätverk och system

International Journal of Distributed Sensor Networks

1550-1329 (ISSN) 1550-1477 (eISSN)

Vol. 2010 936195

Styrkeområden

Informations- och kommunikationsteknik

Transport

Ämneskategorier

Beräkningsmatematik

DOI

10.1155/2010/936195

Mer information

Senast uppdaterat

2018-06-15