Universality is one of the key concepts in understanding critical phenomena. However, for interacting inhomogeneous systems described by complex networks, a clear understanding of the relevant parameters for universality is still missing. Here we discuss the role of a fundamental network parameter for universality, the spectral dimension. For this purpose, we construct a complex network model where the probability of a bond between two nodes is proportional to a power law of the nodes' distances. By explicit computation we prove that the spectral dimension for this model can be tuned continuously from 1 to infinity, and we discuss related network connectivity measures. We propose our model as a tool to probe universal behavior on inhomogeneous structures and comment on the possibility that the universal behavior of correlated models on such networks mimics the one of continuous field theories in fractional Euclidean dimensions.

Complex networks with tuneable spectral dimension as a universality playground / Millan, A. P.; Gori, G.; Battiston, F.; Enss, T.; Defenu, N.. - In: PHYSICAL REVIEW RESEARCH. - ISSN 2643-1564. - 3:2(2021), pp. 1-12. [10.1103/PhysRevResearch.3.023015]

Complex networks with tuneable spectral dimension as a universality playground

Defenu N.
2021-01-01

Abstract

Universality is one of the key concepts in understanding critical phenomena. However, for interacting inhomogeneous systems described by complex networks, a clear understanding of the relevant parameters for universality is still missing. Here we discuss the role of a fundamental network parameter for universality, the spectral dimension. For this purpose, we construct a complex network model where the probability of a bond between two nodes is proportional to a power law of the nodes' distances. By explicit computation we prove that the spectral dimension for this model can be tuned continuously from 1 to infinity, and we discuss related network connectivity measures. We propose our model as a tool to probe universal behavior on inhomogeneous structures and comment on the possibility that the universal behavior of correlated models on such networks mimics the one of continuous field theories in fractional Euclidean dimensions.
2021
3
2
1
12
023015
10.1103/PhysRevResearch.3.023015
https://arxiv.org/abs/2006.10421
Millan, A. P.; Gori, G.; Battiston, F.; Enss, T.; Defenu, N.
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/20.500.11767/127691
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