Published August 2, 2013 | Version v1
Journal article

Phase transitions in a complex network

  • 1. Department of Mathematics, The University of Texas at Austin, Austin, TX 78712 (United States)

Description

We study a mean field model of a complex network, focusing on edge and triangle densities. Our first result is the derivation of a variational characterization of the entropy density, compatible with the infinite node limit. We then determine the optimizing graphs for small triangle density and a range of edge density, though we can only prove they are local, not global, maxima of the entropy density. With this assumption we then prove that the resulting entropy density must lose its analyticity in various regimes. In particular this implies the existence of a phase transition between distinct heterogeneous multipartite phases at low triangle density, and a phase transition between these phases and the disordered phase at high triangle density. (paper)

Availability note (English)

Available from http://dx.doi.org/10.1088/1751-8113/46/30/305002

Additional details

Publishing Information

Journal Title
Journal of Physics. A, Mathematical and Theoretical (Online)
Journal Volume
46
Journal Issue
30
Journal Page Range
[12 p.]
ISSN
1751-8121

INIS

Country of Publication
United Kingdom
Country of Input or Organization
International Atomic Energy Agency (IAEA)
INIS RN
44077494
Subject category
S71: CLASSICAL AND QUANTUM MECHANICS, GENERAL PHYSICS; S97: MATHEMATICAL METHODS AND COMPUTING;
Descriptors DEI
ENTROPY; GRAPH THEORY; MEAN-FIELD THEORY; NETWORK ANALYSIS; OPTIMIZATION; PHASE TRANSFORMATIONS; VARIATIONAL METHODS
Descriptors DEC
CALCULATION METHODS; MATHEMATICS; PHYSICAL PROPERTIES; THERMODYNAMIC PROPERTIES