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Health care domain have attracted considerable amount of research fields. One of the field that has a drastic focus on health care domain is data mining. Mainly health care system focuses on some data mining theories like classification, clustering etc.

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Health monitoring devices let users monitor their health and habitual parameters. A health avatar can act as the electronic equivalent of a human to provide a dynamic life profile corresponding to the owner's physical status, living conditions, and habits.A plethora of newly available personal devices, mainly wearables, lets users measure their activities and health status and could easily be employed to provide health parameter monitoring and living condition evaluations, thus reducing users' visits to practitioners or health experts. At present, however, tools and applications for these devices are each linked to a particular solution. Realizing comprehensive health monitoring and assessment requires a single framework over which personal health status and living conditions can be tracked while maintaining users' privacy.We present the idea of a health avatar, the electronic representation of a human that reports its owner's physical status, living conditions, and habits as they're recorded through personal and wearable devices and sensors. This information is then processed and reasoned about via an ontological framework for personal health and wellbeing management. By adopting the successful model of online social network interaction, our platform provides a flexible communication medium that integrates and connects practitioners, patients, and virtual entities such as decisionsupport systems into a community for improving the quality of personal health. Our approach deploys state-of-the-art techniques for seamlessly discovering and collecting health and lifelog data (HLD) using a wide range of wearable devices, Wearable Computing