caa a22 4500 445297328 CHVBK 20180317142546.0 cr unu---uuuuu 170323e20101001xx s 000 0 eng 10.1007/s12243-010-0166-2 doi (NATIONALLICENCE)springer-10.1007/s12243-010-0166-2 User's behavior study for smart houses occupant prediction [Elektronische Daten] [Rachid Kadouche, Belkacem Chikhaoui, Bessam Abdulrazak] This paper deals with the smart house occupant prediction issue based on daily life activities. Based on data provided by nonintrusive sensors and devices, our approach use supervised learning technics to predict the house occupant. We applied support vector machines classifier to build a behavior classification model and learn the users' habits when they perform activities for predicting and identifying the house occupant among a group of inhabitants. We analyzed the publicly available dataset from the Washington State University smart apartment tesbed. We particulary studied the grooming, having breakfast and bed to toilet activities. The results showed a hight prediction precision and demonstrated that each user has his own manner to perform his daily activities and can be easily identified by just learning his habit. Institut Télécom and Springer-Verlag, 2010 Smart houses nationallicence SVM nationallicence Testbed nationallicence Kadouche Rachid DOMUS Lab, Université de Sherbrooke, Sherbrooke, QC, Canada aut Chikhaoui Belkacem DOMUS Lab, Université de Sherbrooke, Sherbrooke, QC, Canada aut Abdulrazak Bessam DOMUS Lab, Université de Sherbrooke, Sherbrooke, QC, Canada aut annals of telecommunications - annales des télécommunications Springer-Verlag 65/9-10(2010-10-01), 539-543 0003-4347 65:9-10<539 2010 65 12243 https://doi.org/10.1007/s12243-010-0166-2 text/html Onlinezugriff via DOI 1 research-article jats NATIONALLICENCE 856 40 https://doi.org/10.1007/s12243-010-0166-2 text/html Onlinezugriff via DOI NATIONALLICENCE 700 1- Kadouche Rachid DOMUS Lab, Université de Sherbrooke, Sherbrooke, QC, Canada aut NATIONALLICENCE 700 1- Chikhaoui Belkacem DOMUS Lab, Université de Sherbrooke, Sherbrooke, QC, Canada aut NATIONALLICENCE 700 1- Abdulrazak Bessam DOMUS Lab, Université de Sherbrooke, Sherbrooke, QC, Canada aut NATIONALLICENCE 773 0- annals of telecommunications - annales des télécommunications Springer-Verlag 65/9-10(2010-10-01), 539-543 0003-4347 65:9-10<539 2010 65 12243 Metadata rights reserved Springer special CC-BY-NC licence nationallicence BK010053 XK010053 XK010000 NATIONALLICENCE NATIONALLICENCE NL-springer