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Homological percolation transitions in growing simplicial complexes
- Publication Year :
- 2020
-
Abstract
- Simplicial complex (SC) representation is an elegant mathematical framework for representing the effect of complexes or groups with higher-order interactions in a variety of complex systems ranging from brain networks to social relationships. Here, we explore the homological percolation transitions (HPTs) of growing SCs using empirical datasets and a model proposed. The HPTs are determined by the first and second Betti numbers, which indicate the appearance of one- and two-dimensional macroscopic-scale homological cycles and cavities, respectively. A minimal SC model with two essential factors, namely, growth and preferential attachment, is proposed to model social coauthorship relationships. This model successfully reproduces the HPTs and determines the transition types as infinite order (the Berezinskii--Kosterlitz--Thouless type) with different critical exponents. In contrast to the Kahle localization observed in static random SCs, the first Betti number continues to increase even after the second Betti number appears. This delocalization is found to stem from the two aforementioned factors and arises when the merging rate of two-dimensional simplexes is less than the birth rate of isolated simplexes. Our results can provide topological insight into the maturing steps of complex networks such as social and biological networks.
- Subjects :
- Pure mathematics
Physics - Physics and Society
Simplex
Statistical Mechanics (cond-mat.stat-mech)
Betti number
Applied Mathematics
FOS: Physical sciences
General Physics and Astronomy
Statistical and Nonlinear Physics
Physics and Society (physics.soc-ph)
Type (model theory)
Complex network
Preferential attachment
01 natural sciences
010305 fluids & plasmas
Simplicial complex
Percolation
0103 physical sciences
010306 general physics
Critical exponent
Mathematical Physics
Condensed Matter - Statistical Mechanics
Mathematics
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Accession number :
- edsair.doi.dedup.....8f09fb1cb7f06fd07bacd9d8773663e7