gmm-em

Gaussian Mixture Models

A probabilistic view of clustering. Simple example of a latent variable model.

Modelling uncertainty in data clustering

k-means clustering assigns each point to exactly one cluster

• Like k-means, a probabilistic mixture model requires the user to choose the number of clusters in advance

• Unlike k-means, the probabilistic model grants us power to express uncertainly about the origin of each point