Probabilistic clustering
Basic questions
•
what’s the probability that a point
x
is in cluster m?
•
what’s the shape of each cluster?
K-means doesn’t answer these questions
Probabilistic clustering (basic idea)
•
Treat each cluster as a Gaussian density function