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Discussion of the Paper "Marked Spatial Point Processes: Current State and Extensions to Point Processes on Linear Networks".

Authors :
Cronie, Ottmar
Jansson, Julia
Konstantinou, Konstantinos
Source :
Journal of Agricultural, Biological & Environmental Statistics (JABES). Jun2024, Vol. 29 Issue 2, p379-388. 10p.
Publication Year :
2024

Abstract

This document provides a commentary on a paper titled "Marked Spatial Point Processes: Current State and Extensions to Point Processes on Linear Networks." The paper summarizes the current state of the field and proposes extensions to marked linear network point processes. It focuses on reviewing summary statistics for point processes and discusses other important topics in the field, such as marked temporal point processes and the Growth-Interaction process. The document explains different mark spaces, summary statistics, and product density/intensity functions for marked point processes. It also discusses concepts like mark filtering, marked intensity reweighted stationarity, kth-order intensity reweighted stationarity, and mark-weighted kth-order summary statistics. The text explores the use of test functions and weighted local summary statistics, as well as linear network summary statistics and marked inhomogeneous summary statistics. The authors propose proper estimators for these summary statistics and discuss their applications. [Extracted from the article]

Details

Language :
English
ISSN :
10857117
Volume :
29
Issue :
2
Database :
Academic Search Index
Journal :
Journal of Agricultural, Biological & Environmental Statistics (JABES)
Publication Type :
Academic Journal
Accession number :
177044251
Full Text :
https://doi.org/10.1007/s13253-024-00606-0