CHI '01 Extended Abstracts on Human Factors in Computing Systems
Naive (Bayes) at Forty: The Independence Assumption in Information Retrieval
ECML '98 Proceedings of the 10th European Conference on Machine Learning
A Survey of Context-Aware Mobile Computing Research
A Survey of Context-Aware Mobile Computing Research
Proceedings of the 2005 joint conference on Smart objects and ambient intelligence: innovative context-aware services: usages and technologies
eWatch: A Wearable Sensor and Notification Platform
BSN '06 Proceedings of the International Workshop on Wearable and Implantable Body Sensor Networks
Sabbath day home automation: "it's like mixing technology and religion"
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Online Sequential Prediction via Incremental Parsing: The Active LeZi Algorithm
IEEE Intelligent Systems
Accurate activity recognition in a home setting
UbiComp '08 Proceedings of the 10th international conference on Ubiquitous computing
Intelligibility and accountability: human considerations in context-aware systems
Human-Computer Interaction
The Acceptance of Domestic Ambient Intelligence Appliances by Prospective Users
Pervasive '09 Proceedings of the 7th International Conference on Pervasive Computing
Modern Information Retrieval
Activity recognition using temporal evidence theory
Journal of Ambient Intelligence and Smart Environments
On using temporal features to create more accurate human-activity classifiers
AICS'09 Proceedings of the 20th Irish conference on Artificial intelligence and cognitive science
Home automation in the wild: challenges and opportunities
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Modeling human behavior from simple sensors in the home
PERVASIVE'06 Proceedings of the 4th international conference on Pervasive Computing
Principles of smart home control
UbiComp'06 Proceedings of the 8th international conference on Ubiquitous Computing
Transferring knowledge of activity recognition across sensor networks
Pervasive'10 Proceedings of the 8th international conference on Pervasive Computing
Speaker identification and speech recognition using phased arrays
Ambient Intelligence in Everyday Life
The role of prediction algorithms in the MavHome smart home architecture
IEEE Wireless Communications
Pervasive'12 Proceedings of the 10th international conference on Pervasive Computing
Automatic description of context-altering services through observational learning
Pervasive'12 Proceedings of the 10th international conference on Pervasive Computing
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Inhabitants of today's smarter homes struggle with complicated user interfaces and inflexible home configurations. The proposed smart home recommender system addresses these issues by continuously interpreting the user's current situation and recommending services that fit the user's habits, i.e. automate some action that the user would want to perform anyway. With these recommendations it is possible to build much simpler user interfaces that highlight the most interesting choices currently available. Configuration becomes much more flexible, since the recommender system automatically learns user habits. Evaluations on two smart home datasets show that the algorithm produces correct recommendations with 61% and 73% accuracy, respectively.