Multiscale core-periphery structure in a global liner shipping network
arXiv:1808.04549 · doi:10.1038/s41598-018-35922-2
Abstract
Maritime transport accounts for a majority of trades in volume, of which 70% in value is carried by container ships that transit regular routes on fixed schedules in the ocean. In the present paper, we analyse a data set of global liner shipping as a network of ports. In particular, we construct the network of the ports as the one-mode projection of a bipartite network composed of ports and ship routes. Like other transportation networks, global liner shipping networks may have core-periphery structure, where a core and a periphery are groups of densely and sparsely interconnected nodes, respectively. Core-periphery structure may have practical implications for understanding the robustness, efficiency and uneven development of international transportation systems. We develop an algorithm to detect core-periphery pairs in a network, which allows one to find core and peripheral nodes on different scales and uses a configuration model that accounts for the fact that the network is obtained by the one-mode projection of a bipartite network. We also found that most ports are core (as opposed to peripheral) ports and that ports in some countries in Europe, America and Asia belong to a global core-periphery pair across different scales, whereas ports in other countries do not.
arXiv comment22 pages, 10 figures and 1 table
References in corpus (22)
- Fast unfolding of communities in large networks
- Finding and evaluating community structure in networks
- Functional cartography of complex metabolic networks
- Resolution limit in community detection
- Spatial Networks
- Statistical Mechanics of Community Detection
- How to project a bipartite network?
- Detecting rich-club ordering in complex networks
- The complex network of global cargo ship movements
- Module identification in bipartite and directed networks
- Structure and dynamics of core-periphery networks
- Core-periphery organization of complex networks
- Inferring monopartite projections of bipartite networks: an entropy-based approach
- Emergence of core-peripheries in networks
- Detection of Core-Periphery Structure in Networks Using Spectral Methods and Geodesic Paths
- Evolution of robust network topologies: Emergence of central backbones
- Statistically validated network of portfolio overlaps and systemic risk
- Finding multiple core-periphery pairs in networks
- Density-based and transport-based core-periphery structures in networks
- Core-periphery structure requires something else in the network
- A generalised significance test for individual communities in networks
- Detecting modules in dense weighted networks with the Potts method
Cited by in corpus (5)
- Nestedness in complex networks: Observation, emergence, and implications
- Modular gateway-ness connectivity and structural core organization in maritime network science
- Estimating international trade status of countries from global liner shipping networks
- Core but not peripheral online social ties is a protective factor against depression: evidence from a nationally representative sample of young adults
- Absence of a resolution limit in in-block nestedness