Package: clValid 0.7

clValid: Validation of Clustering Results

Statistical and biological validation of clustering results. This package implements Dunn Index, Silhouette, Connectivity, Stability, BHI and BSI. Further information can be found in Brock, G et al. (2008) <doi:10.18637/jss.v025.i04>.

Authors:Guy Brock <guy.brock@louisville.edu>, Vasyl Pihur <vpihur@gmail.com>, Susmita Datta <susmita.datta@louisville.edu>, and Somnath Datta <somnath.datta@louisville.edu>

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clValid/json (API)

# Install 'clValid' in R:
install.packages('clValid', repos = c('https://vpihur.r-universe.dev', 'https://cloud.r-project.org'))
Datasets:
  • mouse - Mouse Mesenchymal Cells

On CRAN:

Conda:

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

7.24 score 5 stars 14 packages 422 scripts 2.0k downloads 62 mentions 21 exports 3 dependencies

Last updated 4 years agofrom:92b8a8219f. Checks:9 OK. Indexed: yes.

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Exports:annotationListToMatrixBHIBSIclusterMethodsclustersclValidconnectivitydunngetRanksWeightsmatchGOmeasNamesmeasuresnClustersoptimalScoresplotprintreadAnnotationFileshowsotastabilitysummary

Dependencies:classclusterMASS

clValid Overview

Rendered fromclValid.Rnwusingutils::Sweaveon Mar 21 2025.

Last update: 2020-07-14
Started: 2014-03-24

Readme and manuals

Help Manual

Help pageTopics
Change annotation list to matrixannotationListToMatrix
Biological Homogeneity IndexBHI
Biological Stability IndexBSI
Validate Cluster ResultsclValid
Class "clValid"clusterMethods clusterMethods,clValid-method clusters clusters,clValid-method clValid-class clValidObj measNames measNames,clValid-method measures measures,clValid-method nClusters nClusters,clValid-method optimalScores optimalScores,clValid-method plot,clValid,missing-method print,clValid-method show,clValid-method summary,clValid-method
Connectivity Measureconnectivity
Dunn Indexdunn
Extract ranks and weights from clValid objectgetRanksWeights
Mouse Mesenchymal Cellsmouse
Plot Function for a SOTA Objectplot.sota
Print Function for a SOTA Objectprint.sota
Read in biological annotation files from external filereadAnnotationFile
Self-organizing Tree Algorithm (SOTA)sota
Stability MeasuresAD ADM APN FOM stability