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Ambient intelligence is nowadays an active research field. As a key matter of this concept, learning architectures for the control of the devices in an intelligent building must be developed, where the goal is to control the environmental via a set of devices using an intelligent agent which should work in a non-intrusive manner to satisfy the preferences of the user. Mainly, we have focused our attention over fuzzy logic controllers (FLC) for the internal structure of the agent. The main motivation for the work described in this paper is to check different alternatives selecting a suitable method for the off-line data driven automatic generation of FLCs for the agent. We have performed the experiments with real data gathered from the Essex Intelligent Dormitory. (7 pages)