Networks with preferred degree: a mini-review and some new results
Creators
- 1. Department of Physics, Department of Physics, University of Houston, Houston, TX 77204 (United States)
- 2. Department of Theoretical Physics, Tata Institute of Fundamental Research, Homi Bhabha Road, Mumbai 400005 (India)
- 3. Max-Planck-Institut für Physik komplexer Systeme, Nöthnitzer Str. 38, Dresden D-01187 (Germany)
Description
Since their inception about a decade ago, dynamic networks which adapt to the state of the nodes have attracted much attention. One simple case of such an adaptive dynamics is a model of social networks in which individuals are typically comfortable with a certain number of contacts, i.e. preferred degrees. This paper is partly a review of earlier work of single homogeneous systems and ones with two interacting networks, and partly a presentation of some new results. In general, the dynamics does not obey detailed balance and the stationary distributions are not known analytically. A particular limit of the latter is a system of extreme introverts and extroverts—the model. Remarkably, in this case, the detailed balance condition is satisfied, the exact distribution and an effective Hamiltonian can be found explicitly. Further, the model exhibits a phase transition in which the total number of links in the system—a macroscopically interesting quantity, displays an extreme Thouless effect. We show that in the limit of large populations and away from the transition, the model reduces to one with non-interacting agents of the majority subgroup. We determine the nature of fluctuations near the transition. We also introduce variants of the model where the agents show preferential attachment or detachment. There are significant changes to the degree distributions in the steady state, some of which can be understood by theoretical arguments and some remain to be explored. Many intriguing questions are posed, providing some food for thought and avenues for future research. (paper)
Availability note (English)
Available from http://dx.doi.org/10.1088/1742-5468/2015/07/P07013Additional details
Identifiers
Publishing Information
- Journal Title
- Journal of Statistical Mechanics
- Journal Volume
- 2015
- Journal Issue
- 7
- Journal Page Range
- [38 p.]
- ISSN
- 1742-5468
INIS
- Country of Publication
- United Kingdom
- Country of Input or Organization
- International Atomic Energy Agency (IAEA)
- INIS RN
- 51053945
- Subject category
- S71: CLASSICAL AND QUANTUM MECHANICS, GENERAL PHYSICS;
- Descriptors DEI
- DISTRIBUTION; FLUCTUATIONS; HAMILTONIANS; PHASE TRANSFORMATIONS; STEADY-STATE CONDITIONS
- Descriptors DEC
- MATHEMATICAL OPERATORS; QUANTUM OPERATORS; VARIATIONS