Haven't read it yet, but seems like a very cool idea www.tandfonline.com/doi/full/10....
Metropolis–Hastings with Scalable Subsampling
The Metropolis–Hastings (MH) algorithm is one of the most widely used Markov Chain Monte Carlo schemes for generating samples from Bayesian posterior distributions. The algorithm is asymptotically ...
tandfonline.com