Nonparametric Bayesian Density Modeling with Gaussian Processes

Ryan Prescott Adams, Iain Murray, David J. C. MacKay

We present the Gaussian process density sampler (GPDS), an exchangeable generative model for use in nonparametric Bayesian density estimation. Samples drawn from the GPDS are consi…