Adaptive Bayesian multivariate density estimation with Dirichlet mixtures

Weining Shen, Surya T. Tokdar, Subhashis Ghosal

We show that rate-adaptive multivariate density estimation can be performed using Bayesian methods based on Dirichlet mixtures of normal kernels with a prior distribution on the ke…