The Strength of Weak Learnability
Machine Learning
A decision-theoretic generalization of on-line learning and an application to boosting
Journal of Computer and System Sciences - Special issue: 26th annual ACM symposium on the theory of computing & STOC'94, May 23–25, 1994, and second annual Europe an conference on computational learning theory (EuroCOLT'95), March 13–15, 1995
A coverage-preserving node scheduling scheme for large wireless sensor networks
WSNA '02 Proceedings of the 1st ACM international workshop on Wireless sensor networks and applications
Energy-efficient coverage problems in wireless ad-hoc sensor networks
Computer Communications
Distributed multitarget classification in wireless sensor networks
IEEE Journal on Selected Areas in Communications
Locomotion Monitoring Using Body Sensor Networks
IPSN '08 Proceedings of the 7th international conference on Information processing in sensor networks
Distributed Continuous Action Recognition Using a Hidden Markov Model in Body Sensor Networks
DCOSS '09 Proceedings of the 5th IEEE International Conference on Distributed Computing in Sensor Systems
IEEE Journal on Selected Areas in Communications - Special issue on body area networking: Technology and applications
BodyNets '09 Proceedings of the Fourth International Conference on Body Area Networks
Wearable coach for sport training: A quantitative model to evaluate wrist-rotation in golf
Journal of Ambient Intelligence and Smart Environments
IEEE Journal on Selected Areas in Communications - Special issue on simple wireless sensor networking solutions
Proceedings of the Conference on Design, Automation and Test in Europe
Experimental analysis of a mobile health system for mood disorders
IEEE Transactions on Information Technology in Biomedicine - Special section on affective and pervasive computing for healthcare
Energy optimization in wireless medical systems using physiological behavior
WH '10 Wireless Health 2010
Towards power optimized kalman filter for gait assessment using wearable sensors
WH '10 Wireless Health 2010
Proceedings of the 2nd Conference on Wireless Health
Proceedings of the 2nd Conference on Wireless Health
Automatic Segmentation and Recognition in Body Sensor Networks Using a Hidden Markov Model
ACM Transactions on Embedded Computing Systems (TECS) - Special Section on CAPA'09, Special Section on WHS'09, and Special Section VCPSS' 09
Wearable coach for sport training: A quantitative model to evaluate wrist-rotation in golf
Journal of Ambient Intelligence and Smart Environments
Behavior-oriented data resource management in medical sensing systems
ACM Transactions on Sensor Networks (TOSN)
Power constrained sensor sample selection for improved form factor and lifetime in localized BANs
Proceedings of the conference on Wireless Health
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Advances in technology have led to the development of various light-weight sensory devices that can be woven into the physical environment of our daily lives. Such systems enable on-body and mobile health-care monitoring. Our interest particularly lies in the area of movement monitoring platforms that operate with inertial sensors. In this paper, we propose a power optimization technique that will consider the sensing coverage problem from a collaborative signal processing perspective. We introduce compatibility graphs and describe how they can be utilized for power optimization. The problem we outline can be transformed into an NP-hard problem. Therefore, we propose an ILP formulation to attain a lower bound on the solution and a fast greedy technique. Along side this, we introduce a system for dynamically activating and deactivating sensor nodes in real-time. Finally, we elucidate the effectiveness of our techniques on data collected from several subjects.