Analysing point patterns on networks—A review

A Baddeley, G Nair, S Rakshit, G McSwiggan… - Spatial Statistics, 2021 - Elsevier
We review recent research on statistical methods for analysing spatial patterns of points on a
network of lines, such as road accident locations along a road network. Due to geometrical …

[图书][B] Stochastic geometry and its applications

SN Chiu, D Stoyan, WS Kendall, J Mecke - 2013 - books.google.com
An extensive update to a classic text Stochastic geometry and spatial statistics play a
fundamental role in many modern branches of physics, materials sciences, engineering …

Some recent developments in statistics for spatial point patterns

J Møller, R Waagepetersen - Annual Review of Statistics and Its …, 2017 - annualreviews.org
This article reviews developments in statistics for spatial point processes obtained within
roughly the past decade. These developments include new classes of spatial point process …

Quantifying effects of habitat heterogeneity and other clustering processes on spatial distributions of tree species

G Shen, F He, R Waagepetersen, IF Sun, Z Hao… - Ecology, 2013 - Wiley Online Library
Spatially explicit consideration of species distribution can significantly add to our
understanding of species coexistence. In this paper, we evaluated the relative importance of …

kppmenet: combining the kppm and elastic net regularization for inhomogeneous Cox point process with correlated covariates

A Choiruddin, T Yuni Susanto, A Husain… - Journal of Applied …, 2024 - Taylor & Francis
The kppm is a standard procedure to estimate the parameters of the inhomogeneous Cox
point process. However, the procedure cannot handle the problem when the models involve …

Quantifying the effect of geological factors on distribution of earthquake occurrences by inhomogeneous Cox processes

A Choiruddin, Aisah, F Trisnisa, N Iriawan - Pure and Applied Geophysics, 2021 - Springer
Research on earthquake occurrences using a statistical methodology based on point
processes has mainly focused on the data featuring earthquake catalogs which ignores the …

Spatial distribution and species association of dominant tree species in Huangguan Plot of Qinling Mountains, China

C He, S Jia, Y Luo, Z Hao, Q Yin - Forests, 2022 - mdpi.com
The spatial distribution pattern and population structure of trees are shaped by multiple
processes, such as species characteristics, environmental factors, and intraspecific and …

Analysis of multispecies point patterns by using multivariate log-Gaussian Cox processes

R Waagepetersen, Y Guan, A Jalilian… - Journal of the Royal …, 2016 - academic.oup.com
Summary Multivariate log-Gaussian Cox processes are flexible models for multivariate point
patterns. However, they have so far been applied in bivariate cases only. We move beyond …

The importance of neutral over niche processes in structuring Ediacaran early animal communities

EG Mitchell, S Harris, CG Kenchington… - Ecology …, 2019 - Wiley Online Library
The relative influence of niche vs. neutral processes in ecosystem dynamics is an on‐going
debate, but the extent to which they structured the earliest animal communities is unknown …

Fundamental problems in fitting spatial cluster process models

A Baddeley, TM Davies, ML Hazelton, S Rakshit… - Spatial Statistics, 2022 - Elsevier
Existing methods for fitting Neyman–Scott cluster process models to spatial point pattern
data often fail to converge, or converge to implausible values of the parameters, or exhibit …