We analyze the class of networks characterized by modular structure where a sequence of l Erdos-Renyi random networks of size N >> 1 with random average degrees is joined by links whose structure must remain immaterial. We find that traceroutes spanning the entire macronetwork exhibit scaling degree distributions P(k) similar to k(-gamma), where gamma depends on how the degrees of the joined clusters are distributed. We thus suggest that yet another mechanism for the dynamic origin of arbitrary power-law degree distributions observed in natural and artificial networks, many of which belong to the range 2 <= gamma <= 3, may be found in random processes on modular networks.

Spanning traceroutes over modular networks and general scaling degree distributions

LOVISON, ALBERTO;MARITAN, AMOS;PUTTI, MARIO;RINALDO, ANDREA
2010

Abstract

We analyze the class of networks characterized by modular structure where a sequence of l Erdos-Renyi random networks of size N >> 1 with random average degrees is joined by links whose structure must remain immaterial. We find that traceroutes spanning the entire macronetwork exhibit scaling degree distributions P(k) similar to k(-gamma), where gamma depends on how the degrees of the joined clusters are distributed. We thus suggest that yet another mechanism for the dynamic origin of arbitrary power-law degree distributions observed in natural and artificial networks, many of which belong to the range 2 <= gamma <= 3, may be found in random processes on modular networks.
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11577/2437693
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