2011 · 31 citations · 9 references
Wearable SystemPhysical ActivityEngineeringBiometricsMobile PhoneWearable TechnologyAccelerometerHuman MonitoringWearable AccelerometersMobile AnalyticsData ScienceData MiningPattern RecognitionAccelerometer DataAccelerometers TodayHealth SciencesAssistive TechnologyMobile ComputingComputer ScienceUser ActivityMobile Positioning DataMobile SensingHuman-computer InteractionTechnologyActivity Recognition
Activity recognition refers to the ability of a machine/device to recognize the activity of users. This area of research has attracted many works especially related to the context aware and ubiquitous computing area. Wearable accelerometers have been explored for this activity recognition purpose; however the impracticality of attaching accelerometers to the user presents significant issues. Accelerometers today are embedded in many mobile devices. This paper explores the potential and possibility of using these accelerometer data to determine user activity recognition. The initial experiments show encouraging results with a very good accuracy rate of 92%. A simple prototype developed supports the implementation of the recognition process conducted.
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A survey of mobile phone sensing
Nicholas D. Lane, Emiliano Miluzzo, Hong Lu et al. · IEEE Communications Magazine · 2010 · 2.3K citations
Activity recognition from accelerometer data
Nishkam Ravi, Nikhil Dandekar, Preetham Mysore et al. · 2005 · 1.4K citations
Andrew Ofstad, Emmett Nicholas, Rick Szcodronski et al. · 2008 · 89 citations
Mobile Sensing, Accelerometer Signatures, Assistive Technology +11