To capture correlations between topics, Pachinko Allocation Model (PAM) (Li and McCallum, 2006) uses a directed acyclic graph (DAG) with leaves representing individual words in the vocabulary and each interior node representing a correlation among its children.
multi-level PAM is capable of revealing interconnection between sub-level nodes by inferencing corresponding super-level nodes.