Incognition logo
Home
Learn
Practice
Leaderboard
0
VisualizationsCore Machine Learning

DBSCAN Clustering

Switch between K-Means and DBSCAN on a ring inside a ring. K-Means slices straight through; DBSCAN follows tightly packed points and keeps both rings whole.

A Different Kind of Dataset

An inner ring nested inside an outer ring, not two round blobs. Switch tabs to see how each algorithm handles it.

K-Means only knows how to draw straight-line splits between centroids. It cuts straight through both rings, mixing inner and outer points together.

Customize