Batch simulations and uncertainty quantification in Gaussian process surrogate approximate Bayesian computation

Marko Järvenpää, Aki Vehtari, Pekka Marttinen

The computational efficiency of approximate Bayesian computation (ABC) has been improved by using surrogate models such as Gaussian processes (GP). In one such promising framework…