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prabclus (version 2.1-2)

Functions for clustering of presence-absence and abundance data

Description

Distance-based parametric bootstrap tests for clustering, mainly intended for presence-absence data and abundance data (clustering of species distribution ranges). Jaccard, Kulczynski, quantitative Kulczynski and geco distance measures, clustering of presence-absence and abundance data, and nearest neighbor based noise detection (R port of Byers and Raftery's (1998) "NNclean"). Main functions are prabtest, abundtest (for testing), prabclust (for clustering), prabinit (for preparing the data) and NNclean (for noise detection). The help-pages for prabtest, abundtest and prabclust contain simple standard executions. Note that the use of the package mclust (called by function prabclust) is protected by a special license, see http://www.stat.washington.edu/mclust/license.txt, particularly point 6.

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Version

Install

install.packages('prabclus')

Monthly Downloads

20,025

Version

2.1-2

License

GPL

Maintainer

Christian Hennig

Last Published

September 24th, 2024

Functions in prabclus (2.1-2)

kulczynski

Kulczynski distance matrix
NNclean

Nearest neighbor based clutter/noise detection
distratio

Distance ratio test statistics for distance based clustering
cluspop.nb

Simulation of presence-absence matrices (clustered)
nn

Mean distance to kth nearest neighbor
geco

geco distance matrix
geo2neighbor

Neighborhood list from geographical distance
build.nblist

Generate spatial weights from prabclus neighborhood list
regpop.sar

Simulation of abundance matrices (non-clustered)
hprabclust

Clustering of species ranges from presence-absence matrices (hierarchical methods)
autoconst

Spatial autocorrelation parameter estimation
jaccard

Jaccard distance matrix
abundtest

Parametric bootstrap test for clustering in abundance matrices
homogen.test

Classical distance-based test for homogeneity against clustering
kykladspecreg

Snail presence-absence data from Aegean sea
comp.test

Compare species clustering and species groups
piecewiselin

Piecewise linear transformation for distance matrices
waterdist

Overwater distances between islands in the Aegean sea
toprab

Convert abundance matrix into binary matrix
con.comp

Connectivity components of an undirected graph
randpop.nb

Simulation of presence-absence matrices (non-clustered)
prabclus-package

Test for clustering of presence-absence data ~~ package title ~~
siskiyou

Herbs of the Siskiyou Mountains
qkulczynski

Quantitative Kulczynski distance matrix
prabtest

Parametric bootstrap test for clustering in presence-absence matrices
con.regmat

Connected regions per species
prabinit

Presence-absence/abundance matrix initialization
nb

Neighborhood list for Aegean islands
incmatrix

Nestedness matrix
pop.sim

p-value simulation for presence-absence matrices clustering test
nbtest

Test of neighborhood list
prabclust

Clustering of species ranges from presence-absence matrices (mixture method)
lcomponent

Largest connectivity component
prab.sarestimate

Estimates SAR model from log-abundance matrix of prab-object.
summary.prabtest

Print and summary method for prabtest
specgroups

Average within-group distances for given groups