cuml.cluster#

AgglomerativeClustering

Agglomerative Clustering

DBSCAN

DBSCAN is a very powerful yet fast clustering technique that finds clusters where data is concentrated.

KMeans

KMeans is a basic but powerful clustering method which is optimized via Expectation Maximization.

SpectralClustering

Apply spectral clustering from the normalized Laplacian.

spectral_clustering

Apply clustering to a projection of the normalized Laplacian.

hdbscan.HDBSCAN

HDBSCAN Clustering

hdbscan.all_points_membership_vectors

Predict soft cluster membership vectors for all points in the original dataset the clusterer was trained on.

hdbscan.membership_vector

Predict soft cluster membership.

hdbscan.approximate_predict

Predict the cluster label of new points.