A Nonparametric Bayesian Approach to Copula Estimation

Shaoyang Ning, Neil Shephard

We propose a novel Dirichlet-based Pólya tree (D-P tree) prior on the copula and based on the D-P tree prior, a nonparametric Bayesian inference procedure. Through theoretical anal…