spatstat.explore

Exploratory Data Analysis for the 'spatstat' Family

Rolf Turner, Adrian J. Baddeley, Ege Rubak

Last update: 1 February 2024

Copyright license: GNU General Public License, version 3.0, GNU General Public License, version 2.0

Software version identifier: 3.1-0, 3.2-1, 3.0-3, 3.0-5, 3.0-6, 3.2-3, 3.2-5, 3.2-6

Description

Functionality for exploratory data analysis and nonparametric analysis of 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'.) Methods include quadrat counts, K-functions and their simulation envelopes, nearest neighbour distance and empty space statistics, Fry plots, pair correlation function, kernel smoothed intensity, relative risk estimation with cross-validated bandwidth selection, mark correlation functions, segregation indices, mark dependence diagnostics, and kernel estimates of covariate effects. Formal hypothesis tests of random pattern (chi-squared, Kolmogorov-Smirnov, Monte Carlo, Diggle-Cressie-Loosmore-Ford, Dao-Genton, two-stage Monte Carlo) and tests for covariate effects (Cox-Berman-Waller-Lawson, Kolmogorov-Smirnov, ANOVA) are also supported.

Related Items (39)

funkycells ⋮ Seurat ⋮ ForestGapR ⋮ spatstat.model ⋮ spatstat.linnet ⋮ globalKinhom ⋮ spatialTIME ⋮ treetop ⋮ onpoint ⋮ NTSS ⋮ TCIU ⋮ stopp ⋮ lacunaritycovariance ⋮ ecespa ⋮ idar ⋮ replicatedpp2w ⋮ selectspm ⋮ ppmlasso ⋮ SPUTNIK ⋮ highriskzone ⋮ rcarbon ⋮ kernstadapt ⋮ spatstat.gui ⋮ spatstat.local ⋮ tectonicr ⋮ spatstat ⋮ stpp ⋮ smacpod ⋮ ETAS ⋮ spatsurv ⋮ sparr ⋮ lgcp ⋮ trip ⋮ spatstat.Knet ⋮ dbmss ⋮ ttbary ⋮ geocausal ⋮ stlnpp ⋮ shar

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