An adaptive Metropolis-Hastings scheme: sampling and optimization

David H. Wolpert, Chiu Fan Lee

We propose an adaptive Metropolis-Hastings algorithm in which sampled data are used to update the proposal distribution. We use the samples found by the algorithm at a particular s…