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Introducing Multilayer Stream Graphs and Layer Centralities

  • P. Parmentier
  • , T. Viard
  • , B. Renoust
  • , J. F. Baffier
  • RIKEN AIP
  • Institute for Datability Science
  • Osaka University
  • JFLI
  • CNRS UMI3527
  • Japanese Society for the Promotion of Science

Résultats de recherche: Le chapitre dans un livre, un rapport, une anthologie ou une collectionContribution à une conférenceRevue par des pairs

3 Citations (Scopus)

Résumé

Graphs are commonly used in mathematics to represent some relationships between items. However, as simple objects, they sometimes fail to capture all relevant aspects of real-world data. To address this problem, we generalize them and model interactions over time with multilayer structure. We build and test several centralities to assess the importance of layers of such structures. In order to showcase the relevance of this new model with centralities, we give examples on two large-scale datasets of interactions, involving individuals and flights, and show that we are able to explain subtle behaviour patterns in both cases.

langue originaleAnglais
titreComplex Networks and Their Applications VIII - Volume 2 Proceedings of the 8th International Conference on Complex Networks and Their Applications COMPLEX NETWORKS 2019
rédacteurs en chefHocine Cherifi, Sabrina Gaito, José Fernendo Mendes, Esteban Moro, Luis Mateus Rocha
EditeurSpringer
Pages684-696
Nombre de pages13
ISBN (imprimé)9783030366827
Les DOIs
étatPublié - 1 janv. 2020
Modification externeOui
Evénement8th International Conference on Complex Networks and their Applications, COMPLEX NETWORKS 2019 - Lisbon, Portugal
Durée: 10 déc. 201912 déc. 2019

Série de publications

NomStudies in Computational Intelligence
Volume882 SCI
ISSN (imprimé)1860-949X
ISSN (Electronique)1860-9503

Une conférence

Une conférence8th International Conference on Complex Networks and their Applications, COMPLEX NETWORKS 2019
Pays/TerritoirePortugal
La villeLisbon
période10/12/1912/12/19

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