Following is the derivation of the equations for collapsed Gibbs sampling, which means φ {\displaystyle \varphi } s and θ {\displaystyle \theta } s will be integrated out.

Following is the derivation of the equations for collapsed Gibbs sampling, which means φ {\displaystyle \varphi }