silhouetteWidths

Computes the silhouette widths. If the dataset is sufficiently small for the cluster::silhouette implementation to work, this will be used. Otherwise a slower chunked implementation is used.

Usage

silhouetteWidths(x, labels)

Arguments

x

A numeric matrix or data.frame with observations as rows.

labels

An integer/factor vector of clustering labels, or length equal to the number of rows in x.

Value

A numeric vector of silhouette widths for each element of x.

Examples

# generate dummy data
m <- matrix(rnorm(100*3),ncol=3)
labels <- sample.int(3,100,replace=TRUE)
# calculate SWs:
sw <- silhouetteWidths(m, labels)