Efficient MCMC Sampling for Bayesian Matrix Factorization by Breaking Posterior Symmetries

Saibal De, Hadi Salehi, Alex Gorodetsky

Bayesian low-rank matrix factorization techniques have become an essential tool for relational data analysis and matrix completion. A standard approach is to assign zero-mean Gauss…