Deep Generative Pattern-Set Mixture Models for Nonignorable Missingness

Sahra Ghalebikesabi, Rob Cornish, Luke J. Kelly +1

We propose a variational autoencoder architecture to model both ignorable and nonignorable missing data using pattern-set mixtures as proposed by Little (1993). Our model explicitl…