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Spatio-temporal pattern detection in spatio-temporal graphs

Use case of invasive team sports and urban road traffic

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1. IRIT, University of Toulouse, UT3, Toulouse, France
kamal.oberoi@irit.fr

2. Normandie University, INSA Rouen, LITIS, 76000, Rouen, France
geraldine.del_mondo@insa-rouen.fr

Revue Internationale de Géomatique 2022, 31(2), 377-399. https://doi.org/10.3166/rig31.377-400

Abstract

Spatio-temporal (ST) graphs have been used in many application domains to model evolving ST phenomenon. Such models represent the underlying structure of the phenomenon in terms of its entities and different types of spatial interactions between them. The reason behind using graph-based models to represent ST phenomenon is due to the existing well-established graph analysis tools and algorithms which can be directly applied to analyze the phenomenon under consideration. In this paper, considering the use case of two distinct, highly dynamic phenomena - invasive team sports, with a focus on handball and urban road traffic, we propose a spatio-temporal graph model applicable to both these phenomena. Different types of entities and spatial relations which make up these phenomena are highlighted to formalize the graph. Furthermore, the idea of graph-based pattern detection in both these phenomena is explored. Different types of ST patterns for both ST phenomena are discussed and the problem of pattern detection is formalized as the problem of subgraph isomorphism for dynamic graphs. Finally, the results of our algorithm to detect random ST patterns in random ST graphs are presented. The ideas discussed in this paper are applicable to other ST phenomena as well.

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Cite This Article

APA Style
Oberoi, K.S., Mondo, G.D. (2022). Spatio-temporal pattern detection in spatio-temporal graphs use case of invasive team sports and urban road traffic. Revue Internationale de Géomatique, 31(2), 377-399. https://doi.org/10.3166/rig31.377-400
Vancouver Style
Oberoi KS, Mondo GD. Spatio-temporal pattern detection in spatio-temporal graphs use case of invasive team sports and urban road traffic. Revue Internationale de Géomatique. 2022;31(2):377-399 https://doi.org/10.3166/rig31.377-400
IEEE Style
K.S. Oberoi and G.D. Mondo, “Spatio-temporal pattern detection in spatio-temporal graphs Use case of invasive team sports and urban road traffic,” Revue Internationale de Géomatique, vol. 31, no. 2, pp. 377-399, 2022. https://doi.org/10.3166/rig31.377-400



cc Copyright © 2022 The Author(s). Published by Tech Science Press.
This work is licensed under a Creative Commons Attribution 4.0 International License , which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
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