Physics – Condensed Matter – Disordered Systems and Neural Networks
Scientific paper
2007-01-15
Phys. Rev. E 75, 061104 (2007)
Physics
Condensed Matter
Disordered Systems and Neural Networks
7 pages, 4 figures; replaced with final version to appear in Phys. Rev. E
Scientific paper
10.1103/PhysRevE.75.061104
We use an exact renormalization-group transformation to study the Ising model on a complex network composed of tightly-knit communities nested hierarchically with the fractal scaling recently discovered in a variety of real-world networks. Varying the ratio K/J of of inter- to intra-community coupling, we obtain an unusual phase diagram: at high temperatures or small K/J we have a disordered phase with a Griffiths singularity in the free energy, due to the presence of rare large clusters, which we analyze through the Yang-Lee zeros in the complex magnetic field plane. As the temperature is lowered, true long-range order is not seen, but there is a transition to algebraic order, where pair correlations have power-law decay with distance, reminiscent of the XY model. The transition is infinite-order at small K/J, and becomes second-order above a threshold value (K/J)_m. The existence of such slowly decaying correlations is unexpected in a fat-tailed scale-free network, where correlations longer than nearest-neighbor are typically suppressed.
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