Some computer science issues in ubiquitous computing
Communications of the ACM - Special issue on computer augmented environments: back to the real world
Video-based event recognition: activity representation and probabilistic recognition methods
Computer Vision and Image Understanding - Special issue on event detection in video
Fine-Grained Activity Recognition by Aggregating Abstract Object Usage
ISWC '05 Proceedings of the Ninth IEEE International Symposium on Wearable Computers
A general method for human activity recognition in video
Computer Vision and Image Understanding - Special issue on modeling people: Vision-based understanding of a person's shape, appearance, movement, and behaviour
Proceedings of the 6th international conference on Information processing in sensor networks
Towards an evaluation framework for assistive environments
Proceedings of the 1st international conference on PErvasive Technologies Related to Assistive Environments
Extracting spatiotemporal human activity patterns in assisted living using a home sensor network
Proceedings of the 1st international conference on PErvasive Technologies Related to Assistive Environments
Decision making in assistive environments using multimodal observations
Proceedings of the 2nd International Conference on PErvasive Technologies Related to Assistive Environments
Proceedings of the 2nd International Conference on PErvasive Technologies Related to Assistive Environments
Providing QoS in ontology centered context aware pervasive systems
Proceedings of the 2nd International Conference on PErvasive Technologies Related to Assistive Environments
Proceedings of the 2nd International Conference on PErvasive Technologies Related to Assistive Environments
PERCOM '09 Proceedings of the 2009 IEEE International Conference on Pervasive Computing and Communications
Activity recognition from accelerometer data
IAAI'05 Proceedings of the 17th conference on Innovative applications of artificial intelligence - Volume 3
CIGAR: concurrent and interleaving goal and activity recognition
AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 3
Simultaneous tracking and activity recognition (STAR) using many anonymous, binary sensors
PERVASIVE'05 Proceedings of the Third international conference on Pervasive Computing
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Many different aspects go into the generation of the data and methods needed to recognize human activity within an ambient assistive living environment. The Heracleia @Home apartment has been configured to include both wireless sensor networks as well as wired sensors of multiple types to capture information about subjects in the living space. The responses of these sensors are then analyzed to create key episodic events that occur at each time and place. Once these sensors are equipped to recognize a set of events, the data can then be processed by applying a Hidden Markov Model approach and by an adaptation of the Baum-Welch algorithm to identify different human activities within the assistive living environment. An application has been created to help manage and track the different sensors placed within the environment.