A review of smart homes-Present state and future challenges
Computer Methods and Programs in Biomedicine
A Predictive Analysis of the Night-Day Activities Level of Older Patient in a Health Smart Home
ICOST '09 Proceedings of the 7th International Conference on Smart Homes and Health Telematics: Ambient Assistive Health and Wellness Management in the Heart of the City
A model for the measurement of patient activity in a hospital suite
IEEE Transactions on Information Technology in Biomedicine
IEEE Transactions on Information Technology in Biomedicine
A home daily activity simulation model for the evaluation of lifestyle monitoring systems
Computers in Biology and Medicine
Forecasting the behavior of an elderly using wireless sensors data in a smart home
Engineering Applications of Artificial Intelligence
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We propose a simulator of human activities collected with presence sensors in our experimental Health Smart Home ''Habitat Intelligent pour la Sante (HIS)''. We recorded 1492 days of data on several experimental HIS during the French national project ''AILISA''. On these real data, we built a mathematical model of the behavior of the data series, based on ''Hidden Markov Models'' (HMM). The model is then played on a computer to produce simulated data series with added flexibility to adjust the parameters in various scenarios. We also tested several methods to measure the similarity between our real and simulated data. Our simulator can produce large data base which can be further used to evaluate the algorithms to raise an alarm in case of loss in autonomy.