clv: Cluster Validation Techniques
Version 0.3-2.1

Package contains most of the popular internal and external cluster validation methods ready to use for the most of the outputs produced by functions coming from package "cluster". Package contains also functions and examples of usage for cluster stability approach that might be applied to algorithms implemented in "cluster" package as well as user defined clustering algorithms.

Browse man pages Browse package API and functions Browse package files

AuthorLukasz Nieweglowski <wookashn@gmail.com>
Date of publication2013-11-11 13:44:41
MaintainerLukasz Nieweglowski <wookashn@gmail.com>
LicenseGPL (>= 2)
Version0.3-2.1
Package repositoryView on CRAN
InstallationInstall the latest version of this package by entering the following in R:
install.packages("clv")

Man pages

cls_set_section: Section of two subsets - External Measure utilities
cluster_attrib: Mean, cluster size and center - cluster utilities
cluster_scatter: Intercluster distances and intracluster diameters - Internal...
cluster_stability: Cluster Stability - Similarity Index and Pattern-wise...
cluster_stability_usr: Cluster Stability - Similarity Index and Pattern-wise...
confusion_matrix: Confusion Matrix - External Measures, Cluster Stability
connectivity: Connectivity Index - Internal Measure
Davies_Bouldin: Davies-Bouldin Index - Internal Measure
Dens_bw: Inter-cluster density - Internal Measure
Dis: Total separation between clusters - Internal Measure
dot_product: Cosine similarity measure - External Measure, Cluster...
Dunn: Dunn Index - Internal Measure
Scatt: Average scattering for clusters - Internal Measure
SD_SDbw: SD, SDbw - Internal Measures
similarity_index: Similarity index based on confusion matrix - External...
standard_external_measures: Standard External Measures: Rand index, Jaccard coefficient...
wcls_bcls_matrices: Matrix Cluster Scatter Measures

Functions

agnes.clust Source code
agnes.wrap Source code
bcls.matrix Man page Source code
check.avail.methods Source code
check.clust.wrappers Source code
check.intercls.diss.mx.method Source code
check.intercls.method Source code
check.intracls.diss.mx.method Source code
check.intracls.method Source code
check.pred.wrapper Source code
check.rep.num Source code
check.res Source code
check.subset.ratio Source code
clara.clust Source code
clara.wrap Source code
cls.alg Man page Source code
cls.alg.is.not.good Source code
cls.attrib Man page Source code
cls.class Source code
cls.id.vect.validity Source code
cls.num.vect.validity Source code
cls.scatt.data Man page Source code
cls.scatt.diss.mx Man page Source code
cls.set.section Man page Source code
cls.stab.opt.assign Man page Source code
cls.stab.opt.assign.usr Man page Source code
cls.stab.pred Source code
cls.stab.pred.usr Source code
cls.stab.sim.ind Man page Source code
cls.stab.sim.ind.usr Man page Source code
clust.stab.opt.assign.hver Source code
clust.stab.opt.assign.pver Source code
clust.stab.predict.hver Source code
clust.stab.predict.pver Source code
clust.stab.predict.pver.internal Source code
clust.stab.sim.ind.hver Source code
clust.stab.sim.ind.pver Source code
clust.stab.sim.ind.pver.internal Source code
cluster.size Source code
clv.DB.ind Source code
clv.Davies.Bouldin Man page Source code
clv.DensBw Man page Source code
clv.Dis Man page Source code
clv.Dunn Man page Source code
clv.Folkes.Mallows Man page Source code
clv.Jaccard Man page Source code
clv.Phi Man page Source code
clv.Rand Man page Source code
clv.Russel.Rao Man page Source code
clv.SD Man page Source code
clv.SDbw Man page Source code
clv.Scatt Man page Source code
clv.paste Source code
clv_conv Source code
confusion.matrix Man page Source code
connectivity Man page Source code
connectivity.diss.mx Man page Source code
cut.cl.num Source code
cut.cl.num.pred Source code
cut.matrix Source code
cut.vector Source code
data.validity Source code
data.validity.int Source code
diana.clust Source code
dist.validity Source code
dot.product Man page Source code
ext.measures.slow Source code
get.perm.sample Source code
hclust.clust Source code
kmeans.clust Source code
kmeans.wrap Source code
knn.pred Source code
mona.clust Source code
pam.clust Source code
pam.wrap Source code
print.see.doc.txt Source code
similarity.index Man page Source code
similarity.index.int Source code
stab.assoc.factor Source code
std.ext Man page Source code
wcls.matrix Man page Source code

Files

src
src/dot_product.c
src/optimal_assignment.c
src/standard_external_measures.c
src/VCLDefines.c
src/connectivity.c
src/VCLDefines.h
src/cluster_scatter.c
src/cluster_stability.c
src/matrix_scatter_measures.c
src/SD_SDbw_indicies.c
NAMESPACE
demo
demo/cls.stab.R
demo/00Index
R
R/cluster_stability_util.R
R/SD_SDbw_indicies.R
R/internals.R
R/cluster_stability_pred.R
R/connectivity.R
R/dot_product.R
R/02_constants.R
R/matrix_scatter_measures.R
R/cluster_stability_usr.R
R/standard_external_measures.R
R/similarity_index.R
R/cluster_stability_base.R
R/01_wrappers.R
R/cluster_stability_main.R
R/cluster_scatter.R
MD5
README
DESCRIPTION
man
man/cluster_stability.Rd
man/Davies_Bouldin.Rd
man/Scatt.Rd
man/cluster_scatter.Rd
man/dot_product.Rd
man/Dis.Rd
man/connectivity.Rd
man/confusion_matrix.Rd
man/wcls_bcls_matrices.Rd
man/SD_SDbw.Rd
man/similarity_index.Rd
man/cls_set_section.Rd
man/Dens_bw.Rd
man/cluster_attrib.Rd
man/standard_external_measures.Rd
man/cluster_stability_usr.Rd
man/Dunn.Rd
clv documentation built on May 19, 2017, 7:33 a.m.