In the present article, we propose a new methodology to graduate mortality rates and generate mortality
improvement scales within a single statistical model. More precisely, we advocate the use of Gaussian
process regression, a type of Bayesian nonparametric statistical model. Our aim is to provide a data-driven
procedure that produces an alternative to MP-2015 while enjoying a number of important advantages