Computer generated forces are simulated entities that are used in simulation based training and decision support in the military. The behaviour of these simulated entities should be as realistic as possible, so that the lessons learned while simu-lating are applicable in real situations. However, it is time consuming and diÿcult to build behaviour models manually, and there has been an increasing interest in automating this process using machine learning.