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

O Cronie, J Jansson, K Konstantinou - Journal of Agricultural, Biological …, 2024 - Springer
O. Cronie et al. mander and Särkkä (1999), Billiot et al.(2008), Coeurjolly et al.(2012),
Coeurjolly and Lavancier (2013), to mention a few Gibbs-process-related works. Clearly, this …

Nonparametric testing of the covariate significance for spatial point patterns under the presence of nuisance covariates

J Dvořák, T Mrkvička - Journal of Computational and Graphical …, 2024 - Taylor & Francis
Determining the relevant spatial covariates is one of the most important problems in the
analysis of point patterns. Parametric methods may lead to incorrect conclusions, especially …

A two-stage Cox process model with spatial and nonspatial covariates

C Kelling, M Haran - Spatial Statistics, 2022 - Elsevier
Rich new marked point process data allow researchers to consider disparate problems such
as the factors affecting the location and type of police use of force incidents, and the …

[PDF][PDF] Nonparametric tests in spatial statistics

J Dvorák - mff.cuni.cz
Spatial statistics has established its importance as a separate scientific field in the past few
decades due to the increasing availability and the growing need to analyze spatially …

Advantages of nonparametric testing in spatial statistics

T Mrkvička - European Meeting of Statisticians 2023 Warsaw 3–7 … - ems2023.org
Parametric methods in spatial statistics are well-developed, but these methods often lead to
problems when the model is wrongly specified. The pitfall of the wrong specification may …