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Smart environment technology has matured to the point where it is regularly used in everyday homes as well as research labs. With this maturation of the technology, we can consider using smart homes as a practical mechanism for improving home security. In this paper, we introduce an activity-aware approach to security monitoring and threat detection in smart homes. We describe our approach using the CASAS smart home framework and activity learning algorithms. By monitoring for activity-baseddoi:10.3390/s17040737 pmid:28362342 pmcid:PMC5421697 fatcat:az5w5j37mjcjvofg2oj4o7znca