Function-valued marked spatial point processes on linear networks: application to urban cycling profiles
2024 (Engelska)Ingår i: Stat, E-ISSN 2049-1573, Vol. 13, nr 4, artikel-id e70013Artikel i tidskrift (Refereegranskat) 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.
Ort, förlag, år, upplaga, sidor
John Wiley & Sons, 2024. Vol. 13, nr 4, artikel-id e70013
Nyckelord [en]
bike-sharing data, mark correlation function, mark variogram, object-valued marks, Shimantani's i function, spatial point processes
Nationell ämneskategori
Sannolikhetsteori och statistik
Identifikatorer
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
2024-11-222024-11-222025-04-24Bibliografiskt granskad