Marked spatial point processes: current state and extensions to point processes on linear networks
2024 (English)In: Journal of Agricultural Biological and Environmental Statistics, ISSN 1085-7117, E-ISSN 1537-2693, Vol. 29, p. 346-378Article in journal (Refereed) Published
Abstract [en]
Within the applications of spatial point processes, it is increasingly becoming common that events are labelled by marks, prompting an exploration beyond the spatial distribution of events by incorporating the marks in the undertaken analysis. In this paper, we first consider marked spatial point processes in R2, where marks are either integer-valued, real-valued, or object-valued, and review the state-of-the-art to analyze the spatial structure and type of interaction/correlation between marks. More specifically, we review cross/dot-type summary characteristics, mark-weighted summary characteristics, various mark correlation functions, and frequency domain approaches. We also propose novel cross/dot-type higher-order summary characteristics, mark-weighted summary characteristics, and mark correlation functions for marked point processes on linear networks. Through a simulation study, we show that ignoring the underlying network gives rise to erroneous conclusions about the interaction/correlation between marks. Finally, we consider two applications: the locations of two different proteins on the membranes of cells infected with the influenza virus and the locations of public trees along the street network of Vancouver, Canada, where trees are labelled by their diameters at breast height.
Place, publisher, year, edition, pages
Springer Nature, 2024. Vol. 29, p. 346-378
Keywords [en]
Cross-type summary characteristics, Influenza virus, Mark correlation functions, Mark-weighted summary characteristics, Point spectra, Public street trees
National Category
Probability Theory and Statistics Mathematics
Identifiers
URN: urn:nbn:se:umu:diva-222858DOI: 10.1007/s13253-024-00605-1ISI: 001191066000007Scopus ID: 2-s2.0-85188558367OAI: oai:DiVA.org:umu-222858DiVA, id: diva2:1852155
Note
A commentary to this article is available at:
https://doi.org/10.1007/s13253-024-00609-x
https://doi.org/10.1007/s13253-024-00608-y
https://doi.org/10.1007/s13253-024-00610-4
https://doi.org/10.1007/s13253-024-00606-0
https://doi.org/10.1007/s13253-024-00607-z
2024-04-172024-04-172024-06-25Bibliographically approved