Sparse Variational Inference: Bayesian Coresets from Scratch

Thisperspectiveleadstoanovel construction via greedy optimization, and also provides a unifying informationgeometric viewofpresent andpastmethods. TheproposedRiemannian coreset construction algorithm is fully automated, requiring no problem-specific inputs aside from theprobabilistic model and dataset.