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
[aut],
Andrzej Dudek
[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:
Downloads:
Reverse dependencies:
Reverse depends: |
mdsOpt, symbolicDA |
Reverse imports: |
clusEvol, comato, diceR, hclusteasy, immunaut, ulrb, warehouseTools, WormTensor |
Reverse suggests: |
FCPS, mlr, spectralGraphTopology |
Linking:
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