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Discovering the Hidden Community Structure of Public Transportation Networks

Discovering the hidden community structure of public transportation networks
Authors: László Hajdu; András Bóta; Miklós Krész; Alireza Khani; Lauren M. Gardner;

Discovering the Hidden Community Structure of Public Transportation Networks

Abstract

Advances in public transit modeling and smart card technologies can reveal detailed contact patterns of passengers. A natural way to represent such contact patterns is in the form of networks. In this paper we utilize known contact patterns from a public transit assignment model in a major metropolitan city, and propose the development of two novel network structures, each of which elucidate certain aspects of passenger travel behavior. We first propose the development of a transfer network, which can reveal passenger groups that travel together on a given day. Second, we propose the development of a community network, which is derived from the transfer network, and captures the similarity of travel patterns among passengers. We then explore the application of each of these network structures to identify the most frequently used travel paths, i.e., routes and transfers, in the public transit system, and model epidemic spreading risk among passengers of a public transit network, respectively. In the latter our conclusions reinforce previous observations, that routes crossing or connecting to the city center in the morning and afternoon peak hours are the most "dangerous" during an outbreak.

This paper was submitted to Networks and Spatial Economics, Springer US

Countries
Sweden, Sweden, Hungary
Keywords

Transportteknik och logistik, FOS: Computer and information sciences, Physics - Physics and Society, Infrastructure security, Other Physics Topics, Discrete Mathematics (cs.DM), public transportation, FOS: Physical sciences, Public transportation, Physics and Society (physics.soc-ph), Network modeling, 01.02. Számítás- és információtudomány, Transport Systems and Logistics, network modeling, Social and Information Networks (cs.SI), Mathematical economics, Annan fysik, Computer Science - Social and Information Networks, Community structure, community structure, infrastructure security, Computer Science - Discrete Mathematics

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
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