clv: Cluster Validation Techniques

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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.

Author
Lukasz Nieweglowski <wookashn@gmail.com>
Date of publication
2013-11-11 13:44:41
Maintainer
Lukasz Nieweglowski <wookashn@gmail.com>
License
GPL (>= 2)
Version
0.3-2.1

View on CRAN

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

Files in this package

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