Publication | Open Access
Mining Personal Data Using Smartphones and Wearable Devices: A Survey
90
Citations
79
References
2015
Year
EngineeringBiometricsWearable TechnologyMobile AnalyticsData ScienceData MiningPervasive ComputingStaggering GrowthInternet Of ThingsStatisticsPredictive AnalyticsKnowledge DiscoveryMobile ComputingComputer SciencePervasive DataMobile Positioning DataWearable DevicesMobile SensingTechnologyBusinessHuman-computer InteractionPerformance Evaluation MetricsHealth MonitoringMassive Scale GenerationContext-aware Pervasive SystemBig Data
The staggering growth in smartphone and wearable device use has led to a massive scale generation of personal (user-specific) data. To explore, analyze, and extract useful information and knowledge from the deluge of personal data, one has to leverage these devices as the data-mining platforms in ubiquitous, pervasive, and big data environments. This study presents the personal ecosystem where all computational resources, communication facilities, storage and knowledge management systems are available in user proximity. An extensive review on recent literature has been conducted and a detailed taxonomy is presented. The performance evaluation metrics and their empirical evidences are sorted out in this paper. Finally, we have highlighted some future research directions and potentially emerging application areas for personal data mining using smartphones and wearable devices.
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