I. Introduction
Aging in place at home is a natural wish which is more and more difficult to fulfill because of the numerous cares most of elderly people need. The ageing of the population and the growing prevalence of neurodegenerative diseases synonymous of extreme dependence make matters worse. Every 7 seconds in the world, someone develops dementia which is in half the cases due to Alzheimer's disease, the main cause of admission in institution [1]. This kind of disease is characterized by a slowly and ineluctable impairment of the nervous system which results in a loss of abilities. Activities of daily living (ADL) require more and more help, their sequence is forgotten as well as the way to achieve them. Detecting these diseases' onset as soon as possible is very important to improve the efficiency of the treatments which aim at stabilizing symptoms and put the entry in dependence back. The general purpose is to support the person's autonomy and to maintain her/him in her/his own environment as long as possible. This last point is particularly important for the person's quality and expectancy of life. Unfortunately, no automatic and noninvasive mean of detection is available yet.