Abstract
This chapter presents a comprehensive survey on the state of the art of various aspects of sensor-based activity recognition. It first examines the general rationale and distinctions of different sensor technologies for activity monitoring. Then we review the major approaches and methods associated with sensor-based activity modeling and recognition from which strengths and weaknesses of those approaches are analysed and highlighted. The survey makes a primary distinction between data-driven and knowledge-driven approaches, and uses this distinction to structure our survey.
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