Umeå University's logo

umu.sePublications
Change search
CiteExportLink to record
Permanent link

Direct link
Cite
Citation style
  • apa
  • ieee
  • vancouver
  • Other style
More styles
Language
  • de-DE
  • en-GB
  • en-US
  • fi-FI
  • nn-NO
  • nn-NB
  • sv-SE
  • Other locale
More languages
Output format
  • html
  • text
  • asciidoc
  • rtf
Marked spatial point processes: current state and extensions to point processes on linear networks
Chair of Statistics, Humboldt-Universität zu Berlin, Berlin, Germany.
Umeå University, Faculty of Science and Technology, Department of Mathematics and Mathematical Statistics.
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

Available from: 2024-04-17 Created: 2024-04-17 Last updated: 2024-06-25Bibliographically approved

Open Access in DiVA

fulltext(1514 kB)49 downloads
File information
File name FULLTEXT02.pdfFile size 1514 kBChecksum SHA-512
e937718dcdce5c7f3d3f506350edc9cf7dcb9bc958b483c8b6c81ca3b35165c6b32a3cf691c4220f3801747f1d321a36a562cafab796fb9c7b6144dd90a500ef
Type fulltextMimetype application/pdf

Other links

Publisher's full textScopus

Authority records

Moradi, Mehdi

Search in DiVA

By author/editor
Moradi, Mehdi
By organisation
Department of Mathematics and Mathematical Statistics
In the same journal
Journal of Agricultural Biological and Environmental Statistics
Probability Theory and StatisticsMathematics

Search outside of DiVA

GoogleGoogle Scholar
Total: 83 downloads
The number of downloads is the sum of all downloads of full texts. It may include eg previous versions that are now no longer available

doi
urn-nbn

Altmetric score

doi
urn-nbn
Total: 325 hits
CiteExportLink to record
Permanent link

Direct link
Cite
Citation style
  • apa
  • ieee
  • vancouver
  • Other style
More styles
Language
  • de-DE
  • en-GB
  • en-US
  • fi-FI
  • nn-NO
  • nn-NB
  • sv-SE
  • Other locale
More languages
Output format
  • html
  • text
  • asciidoc
  • rtf