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  • In the literature on point processes the by far most popular option for introducing inhomogeneity into a point process model is the location dependent thinning (resulting in a second-order intensity-reweighted stationary point process). This produces a very tractable model and there are several fast estimation procedures available. Nevertheless, this model dilutes the interaction (or the geometrical structure) of the original homogeneous model in a special way. When concerning the Markov point processes several alternative inhomogeneous models were suggested and investigated in the literature. But it is not so for the Cox point processes, the canonical models for clustered point patterns. In the contribution we discuss several other options how to define inhomogeneous Cox point process models that result in point patterns with different types of geometric structure. We further investigate the possible parameter estimation procedures for such models.
  • In the literature on point processes the by far most popular option for introducing inhomogeneity into a point process model is the location dependent thinning (resulting in a second-order intensity-reweighted stationary point process). This produces a very tractable model and there are several fast estimation procedures available. Nevertheless, this model dilutes the interaction (or the geometrical structure) of the original homogeneous model in a special way. When concerning the Markov point processes several alternative inhomogeneous models were suggested and investigated in the literature. But it is not so for the Cox point processes, the canonical models for clustered point patterns. In the contribution we discuss several other options how to define inhomogeneous Cox point process models that result in point patterns with different types of geometric structure. We further investigate the possible parameter estimation procedures for such models. (en)
Title
  • Inhomogeneity in spatial Cox point processes - location dependent thinning is not the only option
  • Inhomogeneity in spatial Cox point processes - location dependent thinning is not the only option (en)
skos:prefLabel
  • Inhomogeneity in spatial Cox point processes - location dependent thinning is not the only option
  • Inhomogeneity in spatial Cox point processes - location dependent thinning is not the only option (en)
skos:notation
  • RIV/00216208:11320/10:10052034!RIV11-GA0-11320___
http://linked.open...avai/riv/aktivita
http://linked.open...avai/riv/aktivity
  • P(GP201/08/P100), Z(MSM0021620839)
http://linked.open...iv/cisloPeriodika
  • 3
http://linked.open...vai/riv/dodaniDat
http://linked.open...aciTvurceVysledku
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http://linked.open...iv/duvernostUdaju
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  • 264016
http://linked.open...ai/riv/idVysledku
  • RIV/00216208:11320/10:10052034
http://linked.open...riv/jazykVysledku
http://linked.open.../riv/klicovaSlova
  • option; only; the; not; thinning; dependent; location; processes; point; Cox; spatial; Inhomogeneity (en)
http://linked.open.../riv/klicoveSlovo
http://linked.open...odStatuVydavatele
  • SI - Slovinská republika
http://linked.open...ontrolniKodProRIV
  • [A548834EF7E5]
http://linked.open...i/riv/nazevZdroje
  • Image Analysis and Stereology
http://linked.open...in/vavai/riv/obor
http://linked.open...ichTvurcuVysledku
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http://linked.open...vavai/riv/projekt
http://linked.open...UplatneniVysledku
http://linked.open...v/svazekPeriodika
  • 29
http://linked.open...iv/tvurceVysledku
  • Prokešová, Michaela
http://linked.open...n/vavai/riv/zamer
issn
  • 1580-3139
number of pages
http://localhost/t...ganizacniJednotka
  • 11320
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