Globally intensity-reweighted estimators for K- and pair correlation functions

Thomas Shaw, Jesper Møller*, Rasmus Plenge Waagepetersen

*Corresponding author for this work

Research output: Contribution to journalJournal articleResearchpeer-review

6 Citations (Scopus)

Abstract

We introduce new estimators of the inhomogeneous K-function and the pair correlation function of a spatial point process as well as the cross K-function and the cross pair correlation function of a bivariate spatial point process under the assumption of second-order intensity-reweighted stationarity. These estimators rely on a ‘global’ normalisation factor which depends on an aggregation of the intensity function, while the existing estimators depend ‘locally’ on the intensity function at the individual observed points. The advantages of our new global estimators over the existing local estimators are demonstrated by theoretical considerations and a simulation study.

Original languageEnglish
JournalAustralian and New Zealand Journal of Statistics
Volume63
Issue number1
Pages (from-to)93-118
Number of pages26
ISSN1369-1473
DOIs
Publication statusPublished - Mar 2021

Bibliographical note

Publisher Copyright:
© 2021 John Wiley & Sons Australia, Ltd

Keywords

  • inhomogeneous K-function
  • intensity function
  • kernel estimation
  • pair correlation function
  • second-order intensity-reweighted stationarity
  • spatial point process

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