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fpc
View on CRAN: Click
here
Download and install fpc package within the R console
Install from CRAN:
install.packages("fpc")
Install from Github:
library("remotes")
install_github("cran/fpc")
Install by package version:
library("remotes")
install_version("fpc", "2.2-13")
Attach the package and use:
library("fpc")
Maintained by
Christian Hennig
[Scholar Profile | Author Map]
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2003-06-28
Latest Update: 2023-01-07
Description:
Various methods for clustering and cluster validation.
Fixed point clustering. Linear regression clustering. Clustering by
merging Gaussian mixture components. Symmetric
and asymmetric discriminant projections for visualisation of the
separation of groupings. Cluster validation statistics
for distance based clustering including corrected Rand index.
Standardisation of cluster validation statistics by random clusterings and
comparison between many clustering methods and numbers of clusters based on
this.
Cluster-wise cluster stability assessment. Methods for estimation of
the number of clusters: Calinski-Harabasz, Tibshirani and Walther's
prediction strength, Fang and Wang's bootstrap stability.
Gaussian/multinomial mixture fitting for mixed
continuous/categorical variables. Variable-wise statistics for cluster
interpretation. DBSCAN clustering. Interface functions for many
clustering methods implemented in R, including estimating the number of
clusters with kmeans, pam and clara. Modality diagnosis for Gaussian
mixtures. For an overview see package?fpc.
How to cite:
Christian Hennig (2003). fpc: Flexible Procedures for Clustering. R package version 2.2-13, https://cran.r-project.org/web/packages/fpc. Accessed 02 Feb. 2025.
Previous versions and publish date:
1.0-1 (2003-07-01 11:53), 1.0-2 (2003-07-04 09:20), 1.0 (2003-06-28 21:10), 1.1-1 (2004-04-23 08:04), 1.1-2 (2004-04-23 23:50), 1.1-3 (2005-09-24 07:10), 1.2-1 (2006-09-06 18:41), 1.2-2 (2006-10-09 20:50), 1.2-3 (2007-06-14 08:29), 1.2-4 (2009-05-06 20:41), 1.2-6 (2009-08-26 15:43), 1.2-7 (2009-11-16 20:25), 2.0-1 (2010-08-10 16:16), 2.0-2 (2010-08-18 06:55), 2.0-3 (2010-11-19 17:32), 2.1-4 (2012-08-30 17:09), 2.1-5 (2013-01-21 20:15), 2.1-6 (2013-10-30 14:26), 2.1-7 (2014-01-29 19:30), 2.1-8 (2014-09-09 19:48), 2.1-9 (2014-10-02 17:18), 2.1-10 (2015-08-14 08:27), 2.1-11.1 (2018-07-20 14:43), 2.1-11.2 (2019-04-26 15:21), 2.1-11 (2018-01-13 01:18), 2.2-1 (2019-05-21 15:30), 2.2-2 (2019-06-07 21:00), 2.2-3 (2019-06-28 18:20), 2.2-4 (2020-01-17 10:40), 2.2-5 (2020-02-04 18:00), 2.2-6 (2020-06-24 07:30), 2.2-7 (2020-06-26 08:10), 2.2-8 (2020-09-19 06:50), 2.2-9 (2020-12-06 21:10), 2.2-10 (2023-01-07 01:20), 2.2-11 (2023-12-15 12:20), 2.2-12 (2024-04-30 23:10)
Other packages that cited fpc R package
View fpc citation profile
Other R packages that fpc depends,
imports, suggests or enhances
Complete documentation for fpc
Functions, R codes and Examples using
the fpc R package
Some associated functions: adcoord . ancoord . awcoord . batcoord . bhattacharyya.dist . bhattacharyya.matrix . calinhara . can . cat2bin . cdbw . cgrestandard . classifdist . clucols . clujaccard . clusexpect . clustatsum . cluster.magazine . cluster.stats . cluster.varstats . clusterbenchstats . clusterboot . cmahal . concomp . confusion . cov.wml . cqcluster.stats . cvnn . cweight . dbscan . dipp.tantrum . diptest.multi . discrcoord . discrete.recode . discrproj . distancefactor . distcritmulti . distrsimilarity . dridgeline . dudahart2 . extract.mixturepars . findrep . fixmahal . fixreg . flexmixedruns . fpc-package . fpclusters . itnumber . jittervar . kmeansCBI . kmeansruns . lcmixed . localshape . mahalanodisc . mahalanofix . mahalconf . mergenormals . mergeparameters . minsize . mixdens . mixpredictive . mvdcoord . ncoord . neginc . nselectboot . pamk . piridge . piridge.zeroes . plot.valstat . plotcluster . prediction.strength . rFace . randcmatrix . randconf . randomclustersim . regmix . ridgeline.diagnosis . ridgeline . simmatrix . solvecov . sseg . stupidkaven . stupidkcentroids . stupidkfn . stupidknn . tdecomp . tonedata . unimodal.ind . valstatject . weightplots . wfu . xtable . zmisclassification.matrix .
Some associated R codes: addclustermethods.R . clusterboot.R . clusterindexes.R . cquality20.R . dbscan.R . discrproj.R . discrproj2.R . fixreg.R . fpc.R . lcmixed.R . localshape.R . mergenormals.R . rFace.R . regmix.R . Full fpc package functions and examples
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