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) , HUBERT, L., ARABIE, P. (1985), , RAND, W.M. (1971) , JAJUGA, K., WALESIAK, M. (2000) , MILLIGAN, G.W., COOPER, M.C. (1988) , CORMACK, R.M. (1971) , JAJUGA, K., WALESIAK, M., BAK, A. (2003) , CARMONE, F.J., KARA, A., MAXWELL, S. (1999) , DAVIES, D.L., BOULDIN, D.W. (1979) , CALINSKI, T., HARABASZ, J. (1974) , HUBERT, L. (1974) , TIBSHIRANI, R., WALTHER, G., HASTIE, T. (2001) , KRZANOWSKI, W.J., LAI, Y.T. (1988) , BRECKENRIDGE, J.N. (2000) , WALESIAK, M., DUDEK, A. (2008) ).


Reference manual

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0.47-1 by Andrzej Dudek, 4 months ago

Browse source code at

Authors: Marek Walesiak <[email protected]>, Andrzej Dudek <[email protected]>

Documentation:   PDF Manual  

Task views: Cluster Analysis & Finite Mixture Models, Multivariate Statistics

GPL (>= 2) license

Imports ade4, e1071, rgl, R2HTML, modeest, grDevices, graphics, stats, utils

Depends on cluster, MASS

Suggests mlbench, testthat

Imported by comato, conjoint.

Depended on by emma, mdsOpt, symbolicDA.

Suggested by mlr.

See at CRAN