Variational Families#

AbstractVariationalFamily

Abstract base class used to represent families of distributions that can be used within variational inference.

AbstractVariationalGaussian

The variational Gaussian family of probability distributions.

CollapsedVariationalGaussian

Collapsed variational Gaussian.

GraphVariationalGaussian

A variational Gaussian defined over graph-structured inducing inputs.

HeteroscedasticPrediction

Mean and variance of the signal and noise latent processes.

HeteroscedasticVariationalFamily

Variational family for two independent latent processes f and g.

VariationalGaussian

The variational Gaussian family of probability distributions.

VariationalGaussianInit

Initialization parameters for a variational Gaussian distribution.

WhitenedVariationalGaussian

The whitened variational Gaussian family of probability distributions.