19 Approximate Inference¶
- v: visible variables
- h: hidden variables
Challenge of inference: compute p(h|v) or take expectation with respect to it.
Direct interaction in undirected model / explaining away interaction between mutual ancestors of the same visible unit in directed model ==> interaction between latent variables => Intractable inference problem.