Bayesian Control Variates for optimal covariance estimation with pairs of simulations and surrogates

Nicolas Chartier, Benjamin D. Wandelt

Predictions of the mean and covariance matrix of summary statistics are critical for confronting cosmological theories with observations, not least for likelihood approximations an…