Towards a general theory of action and time
Artificial Intelligence
Design principles for intelligent environments
AAAI '98/IAAI '98 Proceedings of the fifteenth national/tenth conference on Artificial intelligence/Innovative applications of artificial intelligence
Machine Learning
Data Fusion and Sensor Management: A Decentralized Information-Theoretic Approach
Data Fusion and Sensor Management: A Decentralized Information-Theoretic Approach
Smart Office: Design of an Intelligent Environment
IEEE Intelligent Systems
IEEE Intelligent Systems
Improving Home Automation by Discovering Regularly Occurring Device Usage Patterns
ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining
Learning to Detect User Activity and Availability from a Variety of Sensor Data
PERCOM '04 Proceedings of the Second IEEE International Conference on Pervasive Computing and Communications (PerCom'04)
Smart Environments: Technology, Protocols and Applications (Wiley Series on Parallel and Distributed Computing)
Creating an Ambient-Intelligence Environment Using Embedded Agents
IEEE Intelligent Systems
Can user models be learned at all? Inherent problems in machine learning for user modelling
The Knowledge Engineering Review
Supervised learning of an abstract context model for an intelligent environment
Proceedings of the 2005 joint conference on Smart objects and ambient intelligence: innovative context-aware services: usages and technologies
Perspectives of ambient intelligence in the home environment
Telematics and Informatics
Activity Recognition and Monitoring Using Multiple Sensors on Different Body Positions
BSN '06 Proceedings of the International Workshop on Wearable and Implantable Body Sensor Networks
Designing and Modeling Smart Environments (Invited Paper)
WOWMOM '06 Proceedings of the 2006 International Symposium on on World of Wireless, Mobile and Multimedia Networks
Human computing and machine understanding of human behavior: a survey
Proceedings of the 8th international conference on Multimodal interfaces
Data Mining: Practical Machine Learning Tools and Techniques, Second Edition (Morgan Kaufmann Series in Data Management Systems)
Real-time estimation of emotional experiences from facial expressions
Interacting with Computers
How smart are our environments? An updated look at the state of the art
Pervasive and Mobile Computing
ICDMW '07 Proceedings of the Seventh IEEE International Conference on Data Mining Workshops
Ambient Intelligence—the Next Step for Artificial Intelligence
IEEE Intelligent Systems
Proactive Fuzzy Control and Adaptation Methods for Smart Homes
IEEE Intelligent Systems
Ambient Intelligence: A Multimedia Perspective
IEEE MultiMedia
Biosignals Offer Potential for Direct Interfaces and Health Monitoring
IEEE Pervasive Computing
Review: Ambient intelligence: Technologies, applications, and opportunities
Pervasive and Mobile Computing
A context-dependent attention system for a social robot
IJCAI'99 Proceedings of the 16th international joint conference on Artificial intelligence - Volume 2
Detecting individual activities from video in a smart home
KES'07/WIRN'07 Proceedings of the 11th international conference, KES 2007 and XVII Italian workshop on neural networks conference on Knowledge-based intelligent information and engineering systems: Part I
Designing Smart Homes
Spatiotemporal reasoning for smart homes
Designing Smart Homes
Plans and planning in smart homes
Designing Smart Homes
Temporal data mining for smart homes
Designing Smart Homes
Cases, context, and comfort: opportunities for case-based reasoning in smart homes
Designing Smart Homes
Application of decision trees to smart homes
Designing Smart Homes
Artificial neural networks in smart homes
Designing Smart Homes
IEEE Transactions on Information Technology in Biomedicine
IEEE Transactions on Systems, Man, and Cybernetics, Part A: Systems and Humans
Control and learning of ambience by an intelligent building
IEEE Transactions on Systems, Man, and Cybernetics, Part A: Systems and Humans
IEEE Communications Magazine
Review: Situation identification techniques in pervasive computing: A review
Pervasive and Mobile Computing
Discovering frequent user--environment interactions in intelligent environments
Personal and Ubiquitous Computing
The autonomic computing paradigm in adaptive building / ambient intelligence systems
AmI'11 Proceedings of the Second international conference on Ambient Intelligence
HBU'11 Proceedings of the Second international conference on Human Behavior Unterstanding
A model for using machine learning in smart environments
GPC'11 Proceedings of the 6th international conference on Grid and Pervasive Computing
Journal of Ambient Intelligence and Smart Environments - A software engineering perspective on smart applications for AmI
User behavior shift detection in intelligent environments
IWAAL'12 Proceedings of the 4th international conference on Ambient Assisted Living and Home Care
Inferring ECA-based rules for ambient intelligence using evolutionary feature extraction
Journal of Ambient Intelligence and Smart Environments
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It is essential for environments that aim at helping people in their daily life that they have some sort of Ambient Intelligence. Learning the preferences and habits of users then becomes an important step in allowing a system to provide such personalized services. Thus far, the exploration of these issues by the scientific community has not been extensive, but interest in the area is growing. Ambient Intelligence environments have special characteristics that have to be taken into account during the learning process. We identify these characteristics and use them to highlight the strengths and weaknesses of developments so far, providing direction to encourage further development in this specific area of Ambient Intelligence.