Learn R Programming

fclust (version 2.1.1.1)

Fuzzy Clustering

Description

Algorithms for fuzzy clustering, cluster validity indices and plots for cluster validity and visualizing fuzzy clustering results.

Copy Link

Version

Install

install.packages('fclust')

Monthly Downloads

944

Version

2.1.1.1

License

GPL (>= 2)

Maintainer

Paolo Giordani

Last Published

November 16th, 2022

Functions in fclust (2.1.1.1)

FKM.pf

Fuzzy k-means with polynomial fuzzifier
FKM.noise

Fuzzy k-means with noise cluster
VIFCR

Visual inspection of fuzzy clustering results
cl.memb.t

Cluster membership
VCV2

(New) Visual Cluster Validity
cl.memb

Cluster membership
Fclust.compare

Similarity between partitions
FKM.gkb.ent.noise

Gustafson, Kessel and Babuska - like fuzzy k-means with entropy regularization and noise cluster
NBA

NBA teams data
MPC

Modified partition coefficient
FKM.gkb.noise

Gustafson, Kessel and Babuska - like fuzzy k-means with noise cluster
FKM.ent

Fuzzy k-means with entropy regularization
FKM.gkb

Gustafson, Kessel and Babuska - like fuzzy k-means
Mc

McDonald's data
VCV

Visual Cluster Validity
SIL

Silhouette index
SIL.F

Fuzzy silhouette index
VAT

Visual Assessment of (Cluster) Tendency
cl.memb.H

Cluster membership
plot.fclust

Plotting fuzzy clustering output
FKM.ent.noise

Fuzzy k-means with entropy regularization and noise cluster
Fclust.index

Cluster validity indexes
cl.size.H

Cluster size
NEFRC

Non-Euclidean Fuzzy Relational Clustering
NEFRC.noise

Non-Euclidean Fuzzy Relational Clustering with noise cluster
FKM.med.noise

Fuzzy k-medoids with noise cluster
cl.size

Cluster size
JACCARD.F

Fuzzy Jaccard index
Hraw

Raw prototypes
print.fclust

Printing fuzzy clustering output
FKM.gk.ent.noise

Gustafson and Kessel - like fuzzy k-means with entropy regularization and noise cluster
RI.F

Fuzzy Rand index
houseVotes

Congressional Voting Records Data
FKM.gk

Gustafson and Kessel - like fuzzy k-means
FKM.med

Fuzzy k-medoids
FKM.gk.noise

Gustafson and Kessel - like fuzzy k-means with noise cluster
synt.data

Synthetic data
PC

Partition coefficient
Fclust

Fuzzy clustering
PE

Partition entropy
FKM.gk.ent

Gustafson and Kessel - like fuzzy k-means with entropy regularization
FKM.pf.noise

Fuzzy k-means with polynomial fuzzifier and noise cluster
summary.fclust

Summarizing fuzzy clustering output
synt.data2

Synthetic data
XB

Xie and Beni index
unemployment

Unemployment data
butterfly

Butterfly data
ARI.F

Fuzzy adjusted Rand index
FKM

Fuzzy k-means
FKM.gkb.ent

Gustafson, Kessel and Babuska - like fuzzy k-means with entropy regularization