Spectral subsampling MCMC for Lévy-driven continuous-time ARMA models with expensive likelihood contributions

Thomas Goodwin, Matias Quiroz, Robert Kohn +1

Subsampling-based Markov chain Monte Carlo (MCMC) algorithms aim to accelerate Bayesian inference by evaluating the likelihood using only a subset of the data at each iteration. Ho…