Response Surface Methodology (RSM) is a tool that was introduced in the early 50's by Box and Wilson (1951). It is a …. Applications of RSM can be found in e.g. chemical, engineering and clinical sciences. In this paper we are interested in finding … the best settings for an automated RSM procedure when there is very little information about the stochastic objective …