Exact active subspace Metropolis-Hastings, with applications to the Lorenz-96 system

Ingmar Schuster, Paul G. Constantine, T. J. Sullivan

We consider the application of active subspaces to inform a Metropolis-Hastings algorithm, thereby aggressively reducing the computational dimension of the sampling problem. We sho…