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

Marko Järvenpää, Aki Vehtari, Pekka Marttinen

Abstract: 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 the discrepancy b...