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Function-valued marked spatial point processes on linear networks: application to urban cycling profiles
Chair of Statistics, School of Business and Economics, Humboldt-Universität zu Berlin, Berlin, Germany.
Department of Mathematics, University Jaume I, Castellón, Spain.
Umeå University, Faculty of Science and Technology, Department of Mathematics and Mathematical Statistics.
2024 (English)In: Stat, E-ISSN 2049-1573, Vol. 13, no 4, article id e70013Article in journal (Refereed) Published
Abstract [en]

In the literature on spatial point processes, there is an emerging challenge in studying marked point processes with points being labelled by functions. In this paper, we focus on point processes living on linear networks and, from distinct points of view, propose several mark summary characteristics that are of great use in studying the average association and dispersion of the function-valued marks. Through a simulation study, we evaluate the performance of our proposed mark summary characteristics, both when marks are independent and when some sort of spatial dependence is evident among them. Finally, we employ our proposed mark summary characteristics to study the spatial structure of urban cycling profiles in Vancouver, Canada.

Place, publisher, year, edition, pages
John Wiley & Sons, 2024. Vol. 13, no 4, article id e70013
Keywords [en]
bike-sharing data, mark correlation function, mark variogram, object-valued marks, Shimantani's i function, spatial point processes
National Category
Probability Theory and Statistics
Identifiers
URN: urn:nbn:se:umu:diva-231792DOI: 10.1002/sta4.70013ISI: 001368796600001Scopus ID: 2-s2.0-85208440535OAI: oai:DiVA.org:umu-231792DiVA, id: diva2:1915456
Available from: 2024-11-22 Created: 2024-11-22 Last updated: 2025-04-24Bibliographically approved

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Moradi, Mehdi

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CiteExportLink to record
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