tidy_silhouette_analysis: Silhouette Analysis Across Multiple k Values

In tidylearn: A Unified Tidy Interface to R's Machine Learning Ecosystem

Silhouette Analysis Across Multiple k Values

Description

Silhouette Analysis Across Multiple k Values

Usage

tidy_silhouette_analysis(
  data,
  max_k = 10,
  method = "kmeans",
  nstart = 25,
  dist_method = "euclidean",
  linkage_method = "average"
)

Arguments

data	A data frame or tibble
max_k	Maximum number of clusters to test (default: 10)
method	Clustering method: "kmeans" (default) or "hclust"
nstart	If kmeans, number of random starts (default: 25)
dist_method	Distance metric (default: "euclidean")
linkage_method	If hclust, linkage method (default: "average")

Value

A tibble with k and average silhouette widths

tidylearn documentation built on Feb. 6, 2026, 5:07 p.m.