Currently, there is a number of social and economic drivers behind smart-homes that make the research in this area specially important [1]. In particular, there is an increasing number of elderly people in Europe that already live alone or prefer living independently, and they need assistance services. Thus, the value of building efficient and self-adaptive smart-home systems is of primordial relevancy. The multi-agent system (MAS) paradigm is envisioned as a strong candidate solution for challenges in the context of smart-homes [13,15]. MAS isone of the most representative instances among artificial intelligent systems dealing with complexity and distribution. In the context of smart-homes, agents represent the entities in the environment and can be considered autonomous, adaptive, context-aware and capable of making decisions about actions (behaviors) based on their observations. They can be the software interface of the ubiquitous devices that offer their services or the software interface from the user-side that demands such services. In other terms,
