Markov Chain Monte Carlo sampling on the Stiefel manifold

This is my master's thesis, carried out at DPMMS, University of Cambridge, under the supervision of Sergio Bacallado. I designed new MCMC algorithms to sample high-dimensional distributions on the Stiefel manifold.