Sean Plummer

Statistical Guarantees for Transformation Based Models with applications to Implicit Variational Inference

Transformation based methods have been an attractive approach in non-parametric inference for problems such as unconditioned and conditional density estimation due to their unique hierarchical structure that models the data as flexible transformation of a set of common latent variables. More recentl…