Package: clusterability 0.2.3.0

clusterability: Performs Tests for Cluster Tendency of a Data Set

Test for cluster tendency (clusterability) of a data set. The methods implemented - reducing the data set to a single dimension using principal component analysis or computing pairwise distances, and performing a multimodality test like the Dip Test or Silverman's Critical Bandwidth Test - are described in Adolfsson, Ackerman, and Brownstein (2019) <doi:10.1016/j.patcog.2018.10.026> and Laborde et al. (2023) <doi:10.1186/s12859-023-05210-6>. Such methods can inform whether clustering algorithms are appropriate for a data set.

Authors:Zachariah Neville [aut, cre], Naomi Brownstein [aut], Maya Ackerman [aut], Andreas Adolfsson [aut]

clusterability_0.2.3.0.tar.gz
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clusterability_0.2.3.0.tgz(r-4.6-any)clusterability_0.2.3.0.tgz(r-4.5-any)
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clusterability_0.2.3.0.tgz(r-4.6-emscripten)
manual.pdf |manual.html
DESCRIPTION |NEWS
card.svg |card.png
clusterability/json (API)

# Install 'clusterability' in R:
install.packages('clusterability', repos = c('https://zachneville.r-universe.dev', 'https://cloud.r-project.org'))
Datasets:
  • normals1 - Data generated from a single multivariate Normal distribution, 2 dimensions.
  • normals2 - Data generated from a mixture of two multivariate Normal distributions, 2 dimensions.
  • normals3 - Data generated from a mixture of three multivariate Normal distributions, 2 dimensions.
  • normals4 - Data generated from a mixture of two multivariate Normal distributions, 3 dimensions.
  • normals5 - Data generated from a mixture of three multivariate Normal distributions, 3 dimensions.

On CRAN:

Conda:

This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.

2.65 score 30 scripts 485 downloads 1 exports 8 dependencies

Last updated from:5c97b4f417. Checks:9 OK. Indexed: yes.

TargetResultTimeFilesSyslog
linux-devel-x86_64OK158
source / vignettesOK183
linux-release-x86_64OK157
macos-release-arm64OK146
macos-oldrel-arm64OK262
windows-develOK107
windows-releaseOK115
windows-oldrelOK127
wasm-releaseOK127

Exports:clusterabilitytest

Dependencies:clusterdiptestelasticnetlarslatticeMatrixrsvdsparsepca