Abstract
Monte Carlo (MC) methods are well-known computational techniques applied in different fields (as finance, biology, signal processing, machine learning) for Bayesian inference and stochastic optimization. Although they are very flexible methodologies and their applicability is almost unlimited, several drawbacks are still unsolved, specially for high dimensional problems and large data ana…