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tidylearn (version 0.1.0)

suggest_eps: Suggest eps Parameter for DBSCAN

Description

Use k-NN distance plot to suggest eps value

Usage

suggest_eps(data, minPts = 5, method = "percentile", percentile = 0.95)

Value

A list containing:

  • eps: suggested epsilon value

  • knn_distances: full tibble of k-NN distances

  • method: method used

Arguments

data

A data frame or matrix

minPts

Minimum points parameter (used as k for k-NN)

method

Method to suggest eps: "knee" (default), "percentile"

percentile

If method="percentile", which percentile to use (default: 0.95)

Examples

Run this code
eps_info <- suggest_eps(iris, minPts = 5)
eps_info$eps

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