Improving the Convergence Properties of the Data Augmentation Algorithm with an Application to Bayesian Mixture Modeling

James P. Hobert, Vivekananda Roy, Christian P. Robert

The reversible Markov chains that drive the data augmentation (DA) and sandwich algorithms define self-adjoint operators whose spectra encode the convergence properties of the algo…