Bayesian quadrature for Gaussian process kernel learning, neural ensemble search, and high dimensional integrands

<p>The central challenge of performing inference in a model is the computation of marginalisation integrals over the model's parameters. In most cases of interest, these integrals are intractable, and evaluation of the integrand is expensive. A probabilistic approach to numerical integrat...