Schäfer, Christian; Chopin, Nicolas - Université Paris-Dauphine (Paris IX)
A Monte Carlo algorithm is said to be adaptive if it can adjust automatically its current proposal distribution, using past simulations. The choice of the parametric family that defines the set of proposal distributions is critical for a good performance. We treat the problem of constructing...