Sampling from a manifold

Abstract: We develop algorithms for sampling from a probability distribution on a sub-manifold embedded in Rn. Applications are given to the evaluation of algorithms in ‘Topo-logical Statistics’; to goodness of fit tests in exponential families and to Neyman’s smooth test. This article is partially expository, giving an introduction to the tools of geometric measure theory