Efficient Informed Proposals for Discrete Distributions via Newton's Series Approximation

Yue Xiang, Dongyao Zhu, Bowen Lei +2

Gradients have been exploited in proposal distributions to accelerate the convergence of Markov chain Monte Carlo algorithms on discrete distributions. However, these methods requi…