Litcius/Paper detail

The spectral dimension of simplicial complexes: a renormalization group theory

Ginestra Bianconi, Sergey N Dorogovstev

2020Journal of Statistical Mechanics Theory and Experiment53 citationsDOIOpen Access PDF

Abstract

Abstract Simplicial complexes are increasingly used to study complex system structures and dynamics including diffusion, synchronization and epidemic spreading. The spectral dimension of the graph Laplacian is known to determine the diffusion properties at long time scales. Using the renormalization group here we calculate the spectral dimension of the graph Laplacian of two classes of non-amenable d dimensional simplicial complexes: the Apollonian networks and the pseudo-fractal networks. We analyse the scaling of the spectral dimension with the topological dimension d for and we point out that randomness such as the one present in Network Geometry with Flavor can diminish the value of the spectral dimension of these structures.

Topics & Concepts

MathematicsDimension (graph theory)Laplace operatorLaplacian matrixScalingSimplicial complexRenormalization groupDimension theory (algebra)GraphLebesgue covering dimensionPure mathematicsCritical dimensionSpectral graph theoryComplex dimensionCombinatoricsRandomnessCritical point (mathematics)Functional renormalization groupDiscrete mathematicsComplex networkSpectral gapRandom graphSpectral sequenceScaling dimensionSpectral propertiesHausdorff dimensionFixed pointSpectral geometrySpectral theoryTopology (electrical circuits)Effective dimensionGraph theoryStatistical physicsTopological and Geometric Data AnalysisComplex Network Analysis TechniquesTheoretical and Computational Physics