Common approaches to unsupervised learning include k-Means, hierarchical clustering, and self-organizing maps.

Mahout provides driver programs for all of the clustering algorithms, including the k-Means algorithm, aptly named the KMeansDriver.

Popular approaches include k-Means and hierarchical clustering.