Mean-Field Variational Family

Definition

A mean-field variational family assumes that the latent variables are mutually independent under the approximation:

$$q(z)=\prod_{j=1}^m q_j(z_j).$$

Why it matters in Q1

It simplifies optimization, but cannot represent posterior dependence between latent variables.