TY - JOUR
T1 - Impact of community structure on information transfer
AU - Danon, Leon
AU - Arenas, Alex
AU - Díaz-Guilera, Albert
PY - 2008/3/12
Y1 - 2008/3/12
N2 - The observation that real complex networks have internal structure has important implication for dynamic processes occurring on such topologies. Here we investigate the impact of community structure on a model of information transfer able to deal with both search and congestion simultaneously. We show that networks with fuzzy community structure are more efficient in terms of packet delivery than those with pronounced community structure. We also propose an alternative packet routing algorithm which takes advantage of the knowledge of communities to improve information transfer and show that in the context of the model an intermediate level of community structure is optimal. Finally, we show that in a hierarchical network setting, providing knowledge of communities at the level of highest modularity will improve network capacity by the largest amount.
AB - The observation that real complex networks have internal structure has important implication for dynamic processes occurring on such topologies. Here we investigate the impact of community structure on a model of information transfer able to deal with both search and congestion simultaneously. We show that networks with fuzzy community structure are more efficient in terms of packet delivery than those with pronounced community structure. We also propose an alternative packet routing algorithm which takes advantage of the knowledge of communities to improve information transfer and show that in the context of the model an intermediate level of community structure is optimal. Finally, we show that in a hierarchical network setting, providing knowledge of communities at the level of highest modularity will improve network capacity by the largest amount.
UR - http://www.scopus.com/inward/record.url?scp=40949115417&partnerID=8YFLogxK
U2 - 10.1103/PhysRevE.77.036103
DO - 10.1103/PhysRevE.77.036103
M3 - Article (Academic Journal)
C2 - 18517457
AN - SCOPUS:40949115417
SN - 1539-3755
VL - 77
JO - Physical Review E: Statistical, Nonlinear, and Soft Matter Physics
JF - Physical Review E: Statistical, Nonlinear, and Soft Matter Physics
IS - 3
M1 - 036103
ER -