CRAN/E | spatstat.model

spatstat.model

Parametric Statistical Modelling and Inference for the 'spatstat' Family

Installation

About

Functionality for parametric statistical modelling and inference for spatial data, mainly spatial point patterns, in the 'spatstat' family of packages. (Excludes analysis of spatial data on a linear network, which is covered by the separate package 'spatstat.linnet'.) Supports parametric modelling, formal statistical inference, and model validation. Parametric models include Poisson point processes, Cox point processes, Neyman-Scott cluster processes, Gibbs point processes and determinantal point processes. Models can be fitted to data using maximum likelihood, maximum pseudolikelihood, maximum composite likelihood and the method of minimum contrast. Fitted models can be simulated and predicted. Formal inference includes hypothesis tests (quadrat counting tests, Cressie-Read tests, Clark-Evans test, Berman test, Diggle-Cressie-Loosmore-Ford test, scan test, studentised permutation test, segregation test, ANOVA tests of fitted models, adjusted composite likelihood ratio test, envelope tests, Dao-Genton test, balanced independent two-stage test), confidence intervals for parameters, and prediction intervals for point counts. Model validation techniques include leverage, influence, partial residuals, added variable plots, diagnostic plots, pseudoscore residual plots, model compensators and Q-Q plots.

Citation spatstat.model citation info
spatstat.org/
Bug report File report

Key Metrics

Version 3.2-11
R ≥ 3.5.0
Published 2024-03-22 6 days ago
Needs compilation? yes
License GPL-2
License GPL-3
CRAN checks spatstat.model results

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Maintainer

Maintainer

Adrian Baddeley

Adrian.Baddeley@curtin.edu.au

Authors

Adrian Baddeley

aut / cre / cph

Rolf Turner

aut / cph

Ege Rubak

aut / cph

Kasper Klitgaard Berthelsen

ctb

Achmad Choiruddin

ctb / cph

Jean-Francois Coeurjolly

ctb

Ottmar Cronie

ctb

Tilman Davies

ctb

Julian Gilbey

ctb

Yongtao Guan

ctb

Ute Hahn

ctb

Martin Hazelton

ctb

Kassel Hingee

ctb

Abdollah Jalilian

ctb

Frederic Lavancier

ctb

Marie-Colette van Lieshout

ctb

Bethany Macdonald

ctb

Greg McSwiggan

ctb

Tuomas Rajala

ctb

Suman Rakshit

ctb / cph

Dominic Schuhmacher

ctb

Rasmus Plenge Waagepetersen

ctb

Hangsheng Wang

ctb

Material

NEWS
Reference manual
Package source

macOS

r-release

arm64

r-oldrel

arm64

r-release

x86_64

Windows

r-devel

x86_64

r-release

x86_64

r-oldrel

x86_64

Old Sources

spatstat.model archive

Depends

R ≥ 3.5.0
spatstat.data ≥ 3.0-4
spatstat.geom ≥3.2-9
spatstat.random ≥ 3.2-3
spatstat.explore ≥3.2-7
stats
graphics
grDevices
utils
methods
nlme
rpart

Imports

spatstat.utils ≥ 3.0-4
spatstat.sparse ≥ 3.0-3
mgcv
Matrix
abind
tensor
goftest ≥ 1.2-2

Suggests

sm
gsl
locfit
spatial
fftwtools ≥ 0.9-8
nleqslv
glmnet
spatstat.linnet ≥ 3.1-4
spatstat ≥ 3.0-7

Reverse Depends

spatstat
spatstat.gui
spatstat.Knet
spatstat.linnet
spatstat.local

Reverse Imports

binspp
ecespa
geocausal
NTSS
ppmlasso
rcarbon
selectspm
shar
SpatialVx
stopp
ttbary

Reverse Suggests

GET
spatstat.data
spatstat.explore
spatstat.geom
spatstat.random
spatstat.utils