Bayesian Methods for Text
Course website
http://people.cs.umass.edu/~wallach/courses/f12/cmpsci691bm/
Lecture notes
- Probabilistic modeling
- Beta–binomial unigram language model
- Dirichlet–multinomial unigram language model
- Dirichlet–multinomial mixture model: known groups
- Dirichlet–multinomial mixture model: Gibbs sampling
- Dirichlet–multinomial mixture model: exploration and prediction
- Latent Dirichlet allocation: Gibbs sampling
- Hyperparameter inference: slice sampling
- Hyperparameter optimization