High-dimensional Adaptive MCMC with Reduced Computational Complexity

Max Hird, Samuel Livingstone

We propose an adaptive MCMC method that learns a linear preconditioner which is dense in its off-diagonal elements but sparse in its parametrisation. Due to this sparsity, we achie…