The core generative mechanisms of LDA, in particular, have inspired numerous generalizations that account for additional information, such as the authorship (Rosen-Zvi et al., 2004), document labels (McAuliffe and Blei, 2008), or hierarchical structure .
these generalizations come at the cost of increasingly elaborate and unwieldy generative assumptions.