Consensus Monte Carlo for Random Subsets using Shared Anchors

Yang Ni, Yuan Ji, Peter Mueller

We present a consensus Monte Carlo algorithm that scales existing Bayesian nonparametric models for clustering and feature allocation to big data. The algorithm is valid for any pr…