Overfitting in making comparisons between variable selection methods
The Journal of Machine Learning Research
Recognition of Group Activities using Dynamic Probabilistic Networks
ICCV '03 Proceedings of the Ninth IEEE International Conference on Computer Vision - Volume 2
MIThril 2003: Applications and Architecture
ISWC '03 Proceedings of the 7th IEEE International Symposium on Wearable Computers
Toward Integrating Feature Selection Algorithms for Classification and Clustering
IEEE Transactions on Knowledge and Data Engineering
Body Sensor Networks
Recognizing Interaction Activities using Dynamic Bayesian Network
ICPR '06 Proceedings of the 18th International Conference on Pattern Recognition - Volume 01
The Journal of Machine Learning Research
Vision-based human motion analysis: An overview
Computer Vision and Image Understanding
A real-time hand tracker using variable-length Markov models of behaviour
Computer Vision and Image Understanding
The Mobile Sensing Platform: An Embedded Activity Recognition System
IEEE Pervasive Computing
Accurate activity recognition in a home setting
UbiComp '08 Proceedings of the 10th international conference on Ubiquitous computing
Real world activity recognition with multiple goals
UbiComp '08 Proceedings of the 10th international conference on Ubiquitous computing
Computer Vision and Image Understanding - Special issue: Attention and performance in computer vision
Using a live-in laboratory for ubiquitous computing research
PERVASIVE'06 Proceedings of the 4th international conference on Pervasive Computing
Activity classification using realistic data from wearable sensors
IEEE Transactions on Information Technology in Biomedicine
IEEE Transactions on Information Technology in Biomedicine
Motion- and location-based online human daily activity recognition
Pervasive and Mobile Computing
Using active learning to allow activity recognition on a large scale
AmI'11 Proceedings of the Second international conference on Ambient Intelligence
Persuasive sensing: a novel in-home monitoring technology to assist elderly adult diabetic patients
PERSUASIVE'12 Proceedings of the 7th international conference on Persuasive Technology: design for health and safety
Ambient Assisted Living and Care in The Netherlands: The Voice of the User
International Journal of Ambient Computing and Intelligence
A survey on smartphone-based systems for opportunistic user context recognition
ACM Computing Surveys (CSUR)
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New approaches to chronic disease management within a home or community setting offer patients the prospect of more individually focused care and improved quality of life. This paper investigates the use of a light-weight ear worn activity recognition device combined with wireless ambient sensors for identifying common activities of daily living. A two-stage Bayesian classifier that uses information from both types of sensors is presented. Detailed experimental validation is provided for datasets collected in a laboratory setting as well as in a home environment. Issues concerning the effective use of the relatively limited discriminative power of the ambient sensors are discussed. The proposed framework bodes well for a multi-dwelling environment, and offers a pervasive sensing environment for both patients and care-takers.