Network accessibility as the emergence of cliques

We propose a topological formulation of accessibility based on the notion of Access Graph, in which two nodes are connected if they are reachable within a given travel time. We trace the emergence and evolution of its subgraphs with imposed levels of connectedness, specifically maximal clique and k-cores. We propose two complementary sets of accessibility indicators, cumulative and threshold, based on integral measures of subgraph growth and times at emergence of k-cores, respectively. For a meaningful comparison of networks across different dimensions, we contrast the realised accessibility with that of an idealised network on the same set of nodes. The proposed measures offer a view of accessibility that extends beyond the commonly used node-averaged indicators. Empirical analysis of 42 metro networks worldwide demonstrates universal patterns of accessibility behaviour. We illustrate the practical application of this approach on a case study where we examine the accessibility impacts yielded by alternative infrastructure and service developments. Our results amount to the reconceptualisation of accessibility within the complex network framework.

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Publication Details

Journal
Scientific Reports
Published
2026-01-13
DOI
https://doi.org/10.1038/s41598-026-35542-1
Primary Topic
Urban Design and Spatial Analysis
Type
article
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article

Network accessibility as the emergence of cliques

Oded Cats, Aljoša Peperko, Tina Šfiligoj
Scientific Reports
Urban Design and Spatial Analysis
article

Network accessibility as the emergence of cliques

Oded Cats, Aljoša Peperko, Tina Šfiligoj
article en

Abstract

We propose a topological formulation of accessibility based on the notion of Access Graph, in which two nodes are connected if they are reachable within a given travel time. We trace the emergence and evolution of its subgraphs with imposed levels of connectedness, specifically maximal clique and k-cores. We propose two complementary sets of accessibility indicators, cumulative and threshold, based on integral measures of subgraph growth and times at emergence of k-cores, respectively. For a meaningful comparison of networks across different dimensions, we contrast the realised accessibility with that of an idealised network on the same set of nodes. The proposed measures offer a view of accessibility that extends beyond the commonly used node-averaged indicators. Empirical analysis of 42 metro networks worldwide demonstrates universal patterns of accessibility behaviour. We illustrate the practical application of this approach on a case study where we examine the accessibility impacts yielded by alternative infrastructure and service developments. Our results amount to the reconceptualisation of accessibility within the complex network framework.

Scientific ReportsVol. 16(1)
University of Ljubljana (SI), Ljubljana Passenger Transport (SI), Institute of Mathematics, Physics, and Mechanics (SI), Delft University of Technology (NL)
Industry, innovation and infrastructure
Openalex Percentile: Top 90%
Urban Design and Spatial Analysis
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Network accessibility as the emergence of cliques — Oded Cats, Aljoša Peperko, et al. · Scientific Reports (2026) | TGRS Research Map | TGRS