A generative view of clustering
	• We need a sensible measure of what it means to cluster the data well. – This makes it possible to judge different methods. – It may make it possible to decide on the number of clusters. • An obvious approach is to imagine that the data was produced by a generative model. – Then we can adjust the parameters of the model to maximize the probability density that it would produce exactly the data we observed.