Learning automata with changing number of actions
IEEE Transactions on Systems, Man and Cybernetics
Learning Automata and Stochastic Optimization
Learning Automata and Stochastic Optimization
MavHome: An Agent-Based Smart Home
PERCOM '03 Proceedings of the First IEEE International Conference on Pervasive Computing and Communications
Creating an Ambient-Intelligence Environment Using Embedded Agents
IEEE Intelligent Systems
Inferring Activities from Interactions with Objects
IEEE Pervasive Computing
Recognition of emergent human behaviour in a smart home: A data mining approach
Pervasive and Mobile Computing
Learning and inferring transportation routines
Artificial Intelligence
Healthcare Systems and Other Applications
IEEE Pervasive Computing
CHI '08 Extended Abstracts on Human Factors in Computing Systems
Correct behavior identification system in a Tagged World
Expert Systems with Applications: An International Journal
Graph Coloring Problem Based on Learning Automata
ICIME '09 Proceedings of the 2009 International Conference on Information Management and Engineering
PERCOM '09 Proceedings of the 2009 IEEE International Conference on Pervasive Computing and Communications
Review: The use of pervasive sensing for behaviour profiling - a survey
Pervasive and Mobile Computing
Iterative Bayesian fuzzy clustering toward flexible icon-based assistive software for the disabled
Information Sciences: an International Journal
Keeping the resident in the loop: adapting the smart home to the user
IEEE Transactions on Systems, Man, and Cybernetics, Part A: Systems and Humans
Human Activity Recognition and Pattern Discovery
IEEE Pervasive Computing
Interoperable and adaptive fuzzy services for ambient intelligence applications
ACM Transactions on Autonomous and Adaptive Systems (TAAS)
Home based assistive technologies for people with mild dementia
ICOST'07 Proceedings of the 5th international conference on Smart homes and health telematics
Empirical analysis of an on-line adaptive system using a mixture of Bayesian networks
Information Sciences: an International Journal
Activity-oriented access control to ubiquitous hospital information and services
Information Sciences: an International Journal
Understanding transit scenes: a survey on human behavior-recognition algorithms
IEEE Transactions on Intelligent Transportation Systems
Use cases for abnormal behaviour detection in smart homes
ICOST'10 Proceedings of the Aging friendly technology for health and independence, and 8th international conference on Smart homes and health telematics
Fuzzy method to disclose behaviour patterns in a Tagged World
Expert Systems with Applications: An International Journal
Discovering Activities to Recognize and Track in a Smart Environment
IEEE Transactions on Knowledge and Data Engineering
Modeling individual and group actions in meetings with layered HMMs
IEEE Transactions on Multimedia
Survey of Wireless Indoor Positioning Techniques and Systems
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
IEEE Transactions on Information Technology in Biomedicine
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Varieties of learning automata: an overview
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Generalized pursuit learning schemes: new families of continuous and discretized learning automata
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
IEEE Transactions on Systems, Man, and Cybernetics, Part A: Systems and Humans
Machine Recognition of Human Activities: A Survey
IEEE Transactions on Circuits and Systems for Video Technology
Similarity measure for anomaly detection and comparing human behaviors
International Journal of Intelligent Systems
Using visual lifelogs to automatically characterize everyday activities
Information Sciences: an International Journal
Mining user similarity based on routine activities
Information Sciences: an International Journal
A survey on ontologies for human behavior recognition
ACM Computing Surveys (CSUR)
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Smart Homes are intelligent spaces that contain resources to collect information about user's activities and ease the assisted living. Abnormal behavior detection has been remarked as one of the most challenging application fields in this research area, due to its possibilities for assisting elders or people with special needs. These systems help to maintain people's independence, enhancing their personal comfort and safety and delaying the process of moving to a nursing home. In this paper, we describe a new approach for the behavior recognition problem based on Learning Automata and fuzzy temporal windows. Our proposal learns the normal behaviors, and uses that knowledge to recognise normal and abnormal human activities in real time. In addition, our proposal is able to adapt online to environmental variations, changes in human habits, and temporal information, defined as an interval of time when the behavior should be performed.