Support additional prior distributions and variational distributions in BEMB

[TianyuDu]

In this issue, we propose supporting additional distribution families (in addition to the current Gaussian family) as coefficient prior and posterior distributions. For example, using exponential distributions as the prior distribution of a coefficient adds support constraint to the coefficient (i.e., it should be non-negative).

What do you think? @kanodiaayush