clusterSim: Searching for Optimal Clustering Procedure for a Data Set

Distance measures (GDM1, GDM2, Sokal-Michener, Bray-Curtis, for symbolic interval-valued data), cluster quality indices (Calinski-Harabasz, Baker-Hubert, Hubert-Levine, Silhouette, Krzanowski-Lai, Hartigan, Gap, Davies-Bouldin), data normalization formulas (metric data, interval-valued symbolic data), data generation (typical and non-typical data), HINoV method, replication analysis, linear ordering methods, spectral clustering, agreement indices between two partitions, plot functions (for categorical and symbolic interval-valued data). (MILLIGAN, G.W., COOPER, M.C. (1985) <doi:10.1007/BF02294245>, HUBERT, L., ARABIE, P. (1985) <doi:10.1007%2FBF01908075>, RAND, W.M. (1971) <doi:10.1080/01621459.1971.10482356>, JAJUGA, K., WALESIAK, M. (2000) <doi:10.1007/978-3-642-57280-7_11>, MILLIGAN, G.W., COOPER, M.C. (1988) <doi:10.1007/BF01897163>, JAJUGA, K., WALESIAK, M., BAK, A. (2003) <doi:10.1007/978-3-642-55721-7_12>, DAVIES, D.L., BOULDIN, D.W. (1979) <doi:10.1109/TPAMI.1979.4766909>, CALINSKI, T., HARABASZ, J. (1974) <doi:10.1080/03610927408827101>, HUBERT, L. (1974) <doi:10.1080/01621459.1974.10480191>, TIBSHIRANI, R., WALTHER, G., HASTIE, T. (2001) <doi:10.1111/1467-9868.00293>, BRECKENRIDGE, J.N. (2000) <doi:10.1207/S15327906MBR3502_5>, WALESIAK, M., DUDEK, A. (2008) <doi:10.1007/978-3-540-78246-9_11>).

Version: 0.51-5
Depends: R (≥ 3.5.0), cluster, MASS
Imports: ade4, e1071, grDevices, graphics, stats, utils
Suggests: mlbench, testthat
Published: 2024-09-14
DOI: 10.32614/CRAN.package.clusterSim
Author: Marek Walesiak ORCID iD [aut], Andrzej Dudek ORCID iD [aut, cre]
Maintainer: Andrzej Dudek <andrzej.dudek at ue.wroc.pl>
License: GPL-2 | GPL-3 [expanded from: GPL (≥ 2)]
NeedsCompilation: yes
Citation: clusterSim citation info
In views: Cluster
CRAN checks: clusterSim results

Documentation:

Reference manual: clusterSim.pdf

Downloads:

Package source: clusterSim_0.51-5.tar.gz
Windows binaries: r-devel: clusterSim_0.51-5.zip, r-release: clusterSim_0.51-5.zip, r-oldrel: clusterSim_0.51-5.zip
macOS binaries: r-release (arm64): clusterSim_0.51-5.tgz, r-oldrel (arm64): clusterSim_0.51-5.tgz, r-release (x86_64): clusterSim_0.51-5.tgz, r-oldrel (x86_64): clusterSim_0.51-5.tgz
Old sources: clusterSim archive

Reverse dependencies:

Reverse depends: mdsOpt, symbolicDA
Reverse imports: clusEvol, comato, diceR, hclusteasy, immunaut, ulrb, WormTensor
Reverse suggests: FCPS, mlr, spectralGraphTopology

Linking:

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