Follow your curiosity

What discovery has been shared with you?

FACTREE gives you something interesting to discover every day — and something worth talking about together.

Start with one fact. Explore it, go deeper, then follow whichever branch catches your imagination.

Choose subjects for a surprise

Exploring any topic

Begin your discovery

Your next discovery is one click away.

Choose one or more subjects above, or leave Any Topic selected and let curiosity decide.

Mathematics

Cluster Analysis and K-Means Clustering

Quick fact

In k-means clustering, the algorithm's name reflects its core: it partitions n data points into k clusters, each defined by a centroid, and it works by minimizing the total distance between points and their cluster centroid—a process that is guaranteed to converge but not necessarily to the best solution.

Why this is interesting

Have you ever wondered how Netflix groups movies or how scientists classify galaxies without prior labels? In the world of data, we often need to find natural groups in a sea of numbers—this is the magic of cluster analysis.