Probabilistic reasoning in intelligent systems: networks of plausible inference
Probabilistic reasoning in intelligent systems: networks of plausible inference
Selection of relevant features and examples in machine learning
Artificial Intelligence - Special issue on relevance
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The Personal Server: Changing the Way We Think about Ubiquitous Computing
UbiComp '02 Proceedings of the 4th international conference on Ubiquitous Computing
Multi-Sensor Context Aware Clothing
ISWC '02 Proceedings of the 6th IEEE International Symposium on Wearable Computers
Dynamic bayesian networks: representation, inference and learning
Dynamic bayesian networks: representation, inference and learning
Network solutions for home health care applications
Technology and Health Care
MIThril 2003: Applications and Architecture
ISWC '03 Proceedings of the 7th IEEE International Symposium on Wearable Computers
Unsupervised, Dynamic Identification of Physiological and Activity Context in Wearable Computing
ISWC '03 Proceedings of the 7th IEEE International Symposium on Wearable Computers
Bayesian approach to sensor-based context awareness
Personal and Ubiquitous Computing
Sensor Networks for Emergency Response: Challenges and Opportunities
IEEE Pervasive Computing
Efficient Feature Selection via Analysis of Relevance and Redundancy
The Journal of Machine Learning Research
Trading off Prediction Accuracy and Power Consumption for Context-Aware Wearable Computing
ISWC '05 Proceedings of the Ninth IEEE International Symposium on Wearable Computers
Wearable Wellness Monitoring Using ECG and Accelerometer Data
ISWC '05 Proceedings of the Ninth IEEE International Symposium on Wearable Computers
Analyzing features for activity recognition
Proceedings of the 2005 joint conference on Smart objects and ambient intelligence: innovative context-aware services: usages and technologies
Sensing Muscle Activities with Body-Worn Sensors
BSN '06 Proceedings of the International Workshop on Wearable and Implantable Body Sensor Networks
The low power energy aware processing (LEAP)embedded networked sensor system
Proceedings of the 5th international conference on Information processing in sensor networks
Continua: An Interoperable Personal Healthcare Ecosystem
IEEE Pervasive Computing
System architecture of a wireless body area sensor network for ubiquitous health monitoring
Journal of Mobile Multimedia
AMON: a wearable multiparameter medical monitoring and alert system
IEEE Transactions on Information Technology in Biomedicine
Incremental Diagnosis Method for Intelligent Wearable Sensor Systems
IEEE Transactions on Information Technology in Biomedicine
A systematic approach to the design of distributed wearable systems
IEEE Transactions on Computers
Guest editorial: Wearable computing and artificial intelligence for healthcare applications
Artificial Intelligence in Medicine
The SmartCane system: an assistive device for geriatrics
BodyNets '08 Proceedings of the ICST 3rd international conference on Body area networks
An Ambient Assisted Living System for Telemedicine with Detection of Symptoms
IWINAC '09 Proceedings of the 3rd International Work-Conference on The Interplay Between Natural and Artificial Computation: Part II: Bioinspired Applications in Artificial and Natural Computation
A framework to bridge social network and body sensor network: an e-health perspective
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
Energy optimization in wireless medical systems using physiological behavior
WH '10 Wireless Health 2010
Applying wearable solutions in dependent environments
IEEE Transactions on Information Technology in Biomedicine
A predictive Bayesian network model for home management of preeclampsia
AIME'11 Proceedings of the 13th conference on Artificial intelligence in medicine
Pervasive communications in healthcare
Computer Communications
Behavior-oriented data resource management in medical sensing systems
ACM Transactions on Sensor Networks (TOSN)
Enabling Linked Data access to the Internet of Things
Proceedings of International Conference on Information Integration and Web-based Applications & Services
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Objective: Presented work highlights the development and initial validation of a medical embedded device for individualized care (MEDIC), which is based on a novel software architecture, enabling sensor management and disease prediction capabilities, and commercially available microelectronic components, sensors and conventional personal digital assistant (PDA) (or a cell phone). Methods and materials: In this paper, we present a general architecture for a wearable sensor system that can be customized to an individual patient's needs. This architecture is based on embedded artificial intelligence that permits autonomous operation, sensor management and inference, and may be applied to a general purpose wearable medical diagnostics. Results: A prototype of the system has been developed based on a standard PDA and wireless sensor nodes equipped with commercially available Bluetooth radio components, permitting real-time streaming of high-bandwidth data from various physiological and contextual sensors. We also present the results of abnormal gait diagnosis using the complete system from our evaluation, and illustrate how the wearable system and its operation can be remotely configured and managed by either enterprise systems or medical personnel at centralized locations. Conclusion: By using commercially available hardware components and software architecture presented in this paper, the MEDIC system can be rapidly configured, providing medical researchers with broadband sensor data from remote patients and platform access to best adapt operation for diagnostic operation objectives.