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This paper presents a hybrid plan recognition model, based on probabilistic description logic, which addresses the issue of recognizing the activities and the errors of Alzheimer's patients at an early stage of the disease. This model has been implemented to be a new extension of the COACH system, an emerging prototype of cognitive device for persons with Alzheimer's disease that offers assistance in task completion. We present an initial experimentation done on this new recognition module for COACH, which is based on the results of two sets of clinical trials.
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