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We present a new method for recognizing facial expressions for applications such as intelligent desktops. This system deals with different users in a profile based manner. Hence, response is specific to a particular user. The facial expression recognition module uses a case-based reasoning system for user-specific output. The results of our system become more and more accurate with learning over time as the system adapts itself to a particular user. In this paper we focus on the techniques utilized for embedding case based reasoning system for facial expression recognition.