TY - JOUR
T1 - Local clustering in scale-free networks with hidden variables
AU - Van Der Hofstad, Remco
AU - Janssen, A. J.E.M.
AU - Van Leeuwaarden, Johan S.H.
AU - Stegehuis, Clara
PY - 2017/2/14
Y1 - 2017/2/14
N2 - We investigate the presence of triangles in a class of correlated random graphs in which hidden variables determine the pairwise connections between vertices. The class rules out self-loops and multiple edges. We focus on the regime where the hidden variables follow a power law with exponent τ(2,3), so that the degrees have infinite variance. The natural cutoff hc characterizes the largest degrees in the hidden variable models, and a structural cutoff hs introduces negative degree correlations (disassortative mixing) due to the infinite-variance degrees. We show that local clustering decreases with the hidden variable (or degree). We also determine how the average clustering coefficient C scales with the network size N, as a function of hs and hc. For scale-free networks with exponent 2<τ<3 and the default choices hs∼N1/2 and hc∼N1/(τ-1) this gives C∼N2-τlnN for the universality class at hand. We characterize the extremely slow decay of C when τ≈2 and show that for τ=2.1, say, clustering starts to vanish only for networks as large as N=109.
AB - We investigate the presence of triangles in a class of correlated random graphs in which hidden variables determine the pairwise connections between vertices. The class rules out self-loops and multiple edges. We focus on the regime where the hidden variables follow a power law with exponent τ(2,3), so that the degrees have infinite variance. The natural cutoff hc characterizes the largest degrees in the hidden variable models, and a structural cutoff hs introduces negative degree correlations (disassortative mixing) due to the infinite-variance degrees. We show that local clustering decreases with the hidden variable (or degree). We also determine how the average clustering coefficient C scales with the network size N, as a function of hs and hc. For scale-free networks with exponent 2<τ<3 and the default choices hs∼N1/2 and hc∼N1/(τ-1) this gives C∼N2-τlnN for the universality class at hand. We characterize the extremely slow decay of C when τ≈2 and show that for τ=2.1, say, clustering starts to vanish only for networks as large as N=109.
UR - http://www.scopus.com/inward/record.url?scp=85013806492&partnerID=8YFLogxK
U2 - 10.1103/PhysRevE.95.022307
DO - 10.1103/PhysRevE.95.022307
M3 - Article
AN - SCOPUS:85013806492
SN - 2470-0045
VL - 95
JO - Physical Review E
JF - Physical Review E
IS - 2
M1 - 022307
ER -