Gunawan, David; Dang, Khue-dung; Quiroz, Matias; Kohn, … - 2019
We show how to speed up Sequential Monte Carlo (SMC) for Bayesian inference in large data problems by data subsampling. SMC sequentially updates a cloud of particles through a sequence of distributions, beginning with a distribution that is easy to sample from such as the prior and ending with...