Document as a topic mixture

Topic proportions

The proportions for a document sum to 1.

Topic as a distribution over words

The word probabilities shown here are truncated to the top terms. In a fitted model the full topic distribution spans the vocabulary.

Model idea
document = mixture
Topic idea
topic = word distribution
Input shown here
counts