On casting importance weighted autoencoder to an EM algorithm to learn deep generative models

Dongha Kim, Jaesung Hwang, Yongdai Kim

Abstract: We propose a new and general approach to learn deep generative models. Our approach is based on a new observation that the importance weighted autoencoders (IWAE, Burda et al. (2015)) can be unders...