TY - JOUR
T1 - Renormalization of networks with weak geometric coupling
AU - Van Der Kolk, Jasper
AU - Boguñá, Marián
AU - Serrano, M. Ángeles
N1 - Publisher Copyright:
© 2024 American Physical Society.
PY - 2024/9
Y1 - 2024/9
N2 - The renormalization group is crucial for understanding systems across scales, including complex networks. Renormalizing networks via network geometry, a framework in which their topology is based on the location of nodes in a hidden metric space, is one of the foundational approaches. However, the current methods assume that the geometric coupling is strong, neglecting weak coupling in many real networks. This paper extends renormalization to weak geometric coupling, showing that geometric information is essential to preserve self-similarity. Our results underline the importance of geometric effects on network topology even when the coupling to the underlying space is weak.
AB - The renormalization group is crucial for understanding systems across scales, including complex networks. Renormalizing networks via network geometry, a framework in which their topology is based on the location of nodes in a hidden metric space, is one of the foundational approaches. However, the current methods assume that the geometric coupling is strong, neglecting weak coupling in many real networks. This paper extends renormalization to weak geometric coupling, showing that geometric information is essential to preserve self-similarity. Our results underline the importance of geometric effects on network topology even when the coupling to the underlying space is weak.
UR - http://www.scopus.com/inward/record.url?scp=85204424153&partnerID=8YFLogxK
U2 - 10.48550/arXiv.2403.12663
DO - 10.48550/arXiv.2403.12663
M3 - Article
C2 - 39425324
AN - SCOPUS:85204424153
SN - 2470-0045
VL - 110
JO - Physical Review E - Statistical Physics, Plasmas, Fluids, and Related Interdisciplinary Topics
JF - Physical Review E - Statistical Physics, Plasmas, Fluids, and Related Interdisciplinary Topics
IS - 3
M1 - L032302
ER -