Improving Variational Autoencoder Estimation from Incomplete Data with Mixture Variational Families

Vaidotas Simkus, Michael U. Gutmann

We consider the task of estimating variational autoencoders (VAEs) when the training data is incomplete. We show that missing data increases the complexity of the model's posterior…