Density-Based Clustering

Density-Based Clustering: DBSCAN, HDBSCAN

Comparing k-Means and HDBSCAN

This post gives examples of different shaped clusters and looks at how k-Means handles these. It then compares how the HDBSCAN algorithm handles these different clustering scenarios. In general, HDBSCAN does quite well, even with the default hyperparameters.

Again, this is one of just a few posts on this site that is authored by myself.