2D Point NK Clustering

Online clustering with bounded cluster sizes. N = base max size, K = neighbors for medoid.

Points

0

Clusters

0

N (Max Cluster Size)10

350

K (Neighbors for Medoid)3

19

K must be less than N. Lower K = denser medoid selection.

Stream Speed500ms

Fast (50ms)Slow (1000ms)

Point Count100

20600

Distribution

Center Type

Defer Evicted PointsWhen on, evicted points replay in additional rounds until none remain

Top-Half GrowthTop 50% by even-ness (at least 2 clusters) grow instead of evicting

Last-1 ShrinkWhen Top-Half grows, shrink the least-even cluster by 1 (skips clusters at K+2)